src/HOL/Analysis/Cartesian_Euclidean_Space.thy
author paulson <lp15@cam.ac.uk>
Thu Apr 26 12:55:48 2018 +0100 (12 months ago)
changeset 68043 d345e9c35ae1
parent 68041 d45b78cb86cf
child 68045 ce8ad77cd3fa
permissions -rw-r--r--
some of Jose Divasón's material from Rank_Nullity_Theorem/Miscellaneous
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(* Title:      HOL/Analysis/Cartesian_Euclidean_Space.thy
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   Some material by Jose Divasón, Tim Makarios and L C Paulson
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*)
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section \<open>Instantiates the finite Cartesian product of Euclidean spaces as a Euclidean space\<close>
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theory Cartesian_Euclidean_Space
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imports Finite_Cartesian_Product Derivative
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begin
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lemma norm_le_componentwise:
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   "(\<And>b. b \<in> Basis \<Longrightarrow> abs(x \<bullet> b) \<le> abs(y \<bullet> b)) \<Longrightarrow> norm x \<le> norm y"
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  by (auto simp: norm_le euclidean_inner [of x x] euclidean_inner [of y y] abs_le_square_iff power2_eq_square intro!: sum_mono)
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lemma norm_le_componentwise_cart:
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  fixes x :: "real^'n"
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  shows "(\<And>i. abs(x$i) \<le> abs(y$i)) \<Longrightarrow> norm x \<le> norm y"
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  unfolding cart_eq_inner_axis
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  by (rule norm_le_componentwise) (metis axis_index)
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lemma subspace_special_hyperplane: "subspace {x. x $ k = 0}"
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  by (simp add: subspace_def)
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lemma sum_mult_product:
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  "sum h {..<A * B :: nat} = (\<Sum>i\<in>{..<A}. \<Sum>j\<in>{..<B}. h (j + i * B))"
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  unfolding sum_nat_group[of h B A, unfolded atLeast0LessThan, symmetric]
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proof (rule sum.cong, simp, rule sum.reindex_cong)
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  fix i
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  show "inj_on (\<lambda>j. j + i * B) {..<B}" by (auto intro!: inj_onI)
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  show "{i * B..<i * B + B} = (\<lambda>j. j + i * B) ` {..<B}"
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  proof safe
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    fix j assume "j \<in> {i * B..<i * B + B}"
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    then show "j \<in> (\<lambda>j. j + i * B) ` {..<B}"
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      by (auto intro!: image_eqI[of _ _ "j - i * B"])
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  qed simp
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qed simp
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subsection\<open>Basic componentwise operations on vectors\<close>
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instantiation vec :: (times, finite) times
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begin
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definition "( * ) \<equiv> (\<lambda> x y.  (\<chi> i. (x$i) * (y$i)))"
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instance ..
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end
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instantiation vec :: (one, finite) one
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begin
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definition "1 \<equiv> (\<chi> i. 1)"
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instance ..
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end
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instantiation vec :: (ord, finite) ord
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begin
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definition "x \<le> y \<longleftrightarrow> (\<forall>i. x$i \<le> y$i)"
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definition "x < (y::'a^'b) \<longleftrightarrow> x \<le> y \<and> \<not> y \<le> x"
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instance ..
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end
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text\<open>The ordering on one-dimensional vectors is linear.\<close>
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class cart_one =
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  assumes UNIV_one: "card (UNIV :: 'a set) = Suc 0"
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begin
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subclass finite
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proof
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  from UNIV_one show "finite (UNIV :: 'a set)"
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    by (auto intro!: card_ge_0_finite)
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qed
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end
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instance vec:: (order, finite) order
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  by standard (auto simp: less_eq_vec_def less_vec_def vec_eq_iff
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      intro: order.trans order.antisym order.strict_implies_order)
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instance vec :: (linorder, cart_one) linorder
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proof
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  obtain a :: 'b where all: "\<And>P. (\<forall>i. P i) \<longleftrightarrow> P a"
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  proof -
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    have "card (UNIV :: 'b set) = Suc 0" by (rule UNIV_one)
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    then obtain b :: 'b where "UNIV = {b}" by (auto iff: card_Suc_eq)
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    then have "\<And>P. (\<forall>i\<in>UNIV. P i) \<longleftrightarrow> P b" by auto
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    then show thesis by (auto intro: that)
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  qed
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  fix x y :: "'a^'b::cart_one"
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  note [simp] = less_eq_vec_def less_vec_def all vec_eq_iff field_simps
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  show "x \<le> y \<or> y \<le> x" by auto
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qed
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text\<open>Constant Vectors\<close>
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definition "vec x = (\<chi> i. x)"
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lemma interval_cbox_cart: "{a::real^'n..b} = cbox a b"
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  by (auto simp add: less_eq_vec_def mem_box Basis_vec_def inner_axis)
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text\<open>Also the scalar-vector multiplication.\<close>
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definition vector_scalar_mult:: "'a::times \<Rightarrow> 'a ^ 'n \<Rightarrow> 'a ^ 'n" (infixl "*s" 70)
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  where "c *s x = (\<chi> i. c * (x$i))"
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subsection \<open>A naive proof procedure to lift really trivial arithmetic stuff from the basis of the vector space\<close>
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lemma sum_cong_aux:
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  "(\<And>x. x \<in> A \<Longrightarrow> f x = g x) \<Longrightarrow> sum f A = sum g A"
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  by (auto intro: sum.cong)
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hide_fact (open) sum_cong_aux
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method_setup vector = \<open>
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let
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  val ss1 =
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    simpset_of (put_simpset HOL_basic_ss @{context}
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      addsimps [@{thm sum.distrib} RS sym,
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      @{thm sum_subtractf} RS sym, @{thm sum_distrib_left},
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      @{thm sum_distrib_right}, @{thm sum_negf} RS sym])
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  val ss2 =
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    simpset_of (@{context} addsimps
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             [@{thm plus_vec_def}, @{thm times_vec_def},
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              @{thm minus_vec_def}, @{thm uminus_vec_def},
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              @{thm one_vec_def}, @{thm zero_vec_def}, @{thm vec_def},
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              @{thm scaleR_vec_def},
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              @{thm vec_lambda_beta}, @{thm vector_scalar_mult_def}])
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  fun vector_arith_tac ctxt ths =
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    simp_tac (put_simpset ss1 ctxt)
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    THEN' (fn i => resolve_tac ctxt @{thms Cartesian_Euclidean_Space.sum_cong_aux} i
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         ORELSE resolve_tac ctxt @{thms sum.neutral} i
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         ORELSE simp_tac (put_simpset HOL_basic_ss ctxt addsimps [@{thm vec_eq_iff}]) i)
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    (* THEN' TRY o clarify_tac HOL_cs  THEN' (TRY o rtac @{thm iffI}) *)
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    THEN' asm_full_simp_tac (put_simpset ss2 ctxt addsimps ths)
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in
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  Attrib.thms >> (fn ths => fn ctxt => SIMPLE_METHOD' (vector_arith_tac ctxt ths))
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end
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\<close> "lift trivial vector statements to real arith statements"
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lemma vec_0[simp]: "vec 0 = 0" by vector
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lemma vec_1[simp]: "vec 1 = 1" by vector
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lemma vec_inj[simp]: "vec x = vec y \<longleftrightarrow> x = y" by vector
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lemma vec_in_image_vec: "vec x \<in> (vec ` S) \<longleftrightarrow> x \<in> S" by auto
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lemma vec_add: "vec(x + y) = vec x + vec y"  by vector
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lemma vec_sub: "vec(x - y) = vec x - vec y" by vector
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lemma vec_cmul: "vec(c * x) = c *s vec x " by vector
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lemma vec_neg: "vec(- x) = - vec x " by vector
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lemma vec_scaleR: "vec(c * x) = c *\<^sub>R vec x"
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  by vector
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lemma vec_sum:
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  assumes "finite S"
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  shows "vec(sum f S) = sum (vec \<circ> f) S"
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  using assms
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proof induct
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  case empty
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  then show ?case by simp
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next
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  case insert
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  then show ?case by (auto simp add: vec_add)
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qed
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text\<open>Obvious "component-pushing".\<close>
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lemma vec_component [simp]: "vec x $ i = x"
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  by vector
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lemma vector_mult_component [simp]: "(x * y)$i = x$i * y$i"
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  by vector
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lemma vector_smult_component [simp]: "(c *s y)$i = c * (y$i)"
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  by vector
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lemma cond_component: "(if b then x else y)$i = (if b then x$i else y$i)" by vector
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lemmas vector_component =
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  vec_component vector_add_component vector_mult_component
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  vector_smult_component vector_minus_component vector_uminus_component
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  vector_scaleR_component cond_component
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subsection \<open>Some frequently useful arithmetic lemmas over vectors\<close>
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instance vec :: (semigroup_mult, finite) semigroup_mult
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  by standard (vector mult.assoc)
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instance vec :: (monoid_mult, finite) monoid_mult
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  by standard vector+
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instance vec :: (ab_semigroup_mult, finite) ab_semigroup_mult
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  by standard (vector mult.commute)
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instance vec :: (comm_monoid_mult, finite) comm_monoid_mult
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  by standard vector
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instance vec :: (semiring, finite) semiring
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  by standard (vector field_simps)+
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instance vec :: (semiring_0, finite) semiring_0
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  by standard (vector field_simps)+
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instance vec :: (semiring_1, finite) semiring_1
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  by standard vector
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instance vec :: (comm_semiring, finite) comm_semiring
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  by standard (vector field_simps)+
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instance vec :: (comm_semiring_0, finite) comm_semiring_0 ..
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instance vec :: (cancel_comm_monoid_add, finite) cancel_comm_monoid_add ..
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instance vec :: (semiring_0_cancel, finite) semiring_0_cancel ..
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instance vec :: (comm_semiring_0_cancel, finite) comm_semiring_0_cancel ..
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instance vec :: (ring, finite) ring ..
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instance vec :: (semiring_1_cancel, finite) semiring_1_cancel ..
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instance vec :: (comm_semiring_1, finite) comm_semiring_1 ..
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instance vec :: (ring_1, finite) ring_1 ..
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instance vec :: (real_algebra, finite) real_algebra
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  by standard (simp_all add: vec_eq_iff)
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instance vec :: (real_algebra_1, finite) real_algebra_1 ..
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lemma of_nat_index: "(of_nat n :: 'a::semiring_1 ^'n)$i = of_nat n"
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proof (induct n)
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  case 0
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  then show ?case by vector
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next
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  case Suc
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  then show ?case by vector
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qed
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lemma one_index [simp]: "(1 :: 'a :: one ^ 'n) $ i = 1"
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  by vector
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lemma neg_one_index [simp]: "(- 1 :: 'a :: {one, uminus} ^ 'n) $ i = - 1"
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  by vector
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instance vec :: (semiring_char_0, finite) semiring_char_0
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proof
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  fix m n :: nat
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  show "inj (of_nat :: nat \<Rightarrow> 'a ^ 'b)"
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    by (auto intro!: injI simp add: vec_eq_iff of_nat_index)
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qed
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instance vec :: (numeral, finite) numeral ..
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instance vec :: (semiring_numeral, finite) semiring_numeral ..
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lemma numeral_index [simp]: "numeral w $ i = numeral w"
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  by (induct w) (simp_all only: numeral.simps vector_add_component one_index)
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lemma neg_numeral_index [simp]: "- numeral w $ i = - numeral w"
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  by (simp only: vector_uminus_component numeral_index)
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instance vec :: (comm_ring_1, finite) comm_ring_1 ..
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instance vec :: (ring_char_0, finite) ring_char_0 ..
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lemma vector_smult_assoc: "a *s (b *s x) = ((a::'a::semigroup_mult) * b) *s x"
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  by (vector mult.assoc)
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lemma vector_sadd_rdistrib: "((a::'a::semiring) + b) *s x = a *s x + b *s x"
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  by (vector field_simps)
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lemma vector_add_ldistrib: "(c::'a::semiring) *s (x + y) = c *s x + c *s y"
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  by (vector field_simps)
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lemma vector_smult_lzero[simp]: "(0::'a::mult_zero) *s x = 0" by vector
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lemma vector_smult_lid[simp]: "(1::'a::monoid_mult) *s x = x" by vector
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lemma vector_ssub_ldistrib: "(c::'a::ring) *s (x - y) = c *s x - c *s y"
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  by (vector field_simps)
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lemma vector_smult_rneg: "(c::'a::ring) *s -x = -(c *s x)" by vector
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lemma vector_smult_lneg: "- (c::'a::ring) *s x = -(c *s x)" by vector
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lemma vector_sneg_minus1: "-x = (-1::'a::ring_1) *s x" by vector
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lemma vector_smult_rzero[simp]: "c *s 0 = (0::'a::mult_zero ^ 'n)" by vector
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lemma vector_sub_rdistrib: "((a::'a::ring) - b) *s x = a *s x - b *s x"
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  by (vector field_simps)
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lemma vec_eq[simp]: "(vec m = vec n) \<longleftrightarrow> (m = n)"
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  by (simp add: vec_eq_iff)
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lemma linear_vec [simp]: "linear vec"
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  by (simp add: linearI vec_add vec_eq_iff)
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lemma differentiable_vec:
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  fixes S :: "'a::euclidean_space set"
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  shows "vec differentiable_on S"
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  by (simp add: linear_linear bounded_linear_imp_differentiable_on)
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lemma continuous_vec [continuous_intros]:
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  fixes x :: "'a::euclidean_space"
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  shows "isCont vec x"
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  apply (clarsimp simp add: continuous_def LIM_def dist_vec_def L2_set_def)
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  apply (rule_tac x="r / sqrt (real CARD('b))" in exI)
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  by (simp add: mult.commute pos_less_divide_eq real_sqrt_mult)
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lemma box_vec_eq_empty [simp]:
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  shows "cbox (vec a) (vec b) = {} \<longleftrightarrow> cbox a b = {}"
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        "box (vec a) (vec b) = {} \<longleftrightarrow> box a b = {}"
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  by (auto simp: Basis_vec_def mem_box box_eq_empty inner_axis)
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lemma norm_eq_0_imp: "norm x = 0 ==> x = (0::real ^'n)" by (metis norm_eq_zero)
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lemma norm_axis_1 [simp]: "norm (axis m (1::real)) = 1"
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  by (simp add: inner_axis' norm_eq_1)
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lemma vector_mul_eq_0[simp]: "(a *s x = 0) \<longleftrightarrow> a = (0::'a::idom) \<or> x = 0"
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  by vector
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lemma vector_mul_lcancel[simp]: "a *s x = a *s y \<longleftrightarrow> a = (0::real) \<or> x = y"
hoelzl@37489
   312
  by (metis eq_iff_diff_eq_0 vector_mul_eq_0 vector_ssub_ldistrib)
lp15@67683
   313
hoelzl@37489
   314
lemma vector_mul_rcancel[simp]: "a *s x = b *s x \<longleftrightarrow> (a::real) = b \<or> x = 0"
hoelzl@37489
   315
  by (metis eq_iff_diff_eq_0 vector_mul_eq_0 vector_sub_rdistrib)
lp15@67683
   316
hoelzl@37489
   317
lemma vector_mul_lcancel_imp: "a \<noteq> (0::real) ==>  a *s x = a *s y ==> (x = y)"
hoelzl@37489
   318
  by (metis vector_mul_lcancel)
lp15@67683
   319
hoelzl@37489
   320
lemma vector_mul_rcancel_imp: "x \<noteq> 0 \<Longrightarrow> (a::real) *s x = b *s x ==> a = b"
hoelzl@37489
   321
  by (metis vector_mul_rcancel)
hoelzl@37489
   322
lp15@67979
   323
lemma component_le_norm_cart: "\<bar>x$i\<bar> \<le> norm x"
huffman@44136
   324
  apply (simp add: norm_vec_def)
nipkow@67155
   325
  apply (rule member_le_L2_set, simp_all)
hoelzl@37489
   326
  done
hoelzl@37489
   327
lp15@67979
   328
lemma norm_bound_component_le_cart: "norm x \<le> e ==> \<bar>x$i\<bar> \<le> e"
hoelzl@37489
   329
  by (metis component_le_norm_cart order_trans)
hoelzl@37489
   330
hoelzl@37489
   331
lemma norm_bound_component_lt_cart: "norm x < e ==> \<bar>x$i\<bar> < e"
huffman@53595
   332
  by (metis component_le_norm_cart le_less_trans)
hoelzl@37489
   333
lp15@67979
   334
lemma norm_le_l1_cart: "norm x \<le> sum(\<lambda>i. \<bar>x$i\<bar>) UNIV"
nipkow@67155
   335
  by (simp add: norm_vec_def L2_set_le_sum)
hoelzl@37489
   336
lp15@67969
   337
lemma scalar_mult_eq_scaleR [simp]: "c *s x = c *\<^sub>R x"
huffman@44136
   338
  unfolding scaleR_vec_def vector_scalar_mult_def by simp
hoelzl@37489
   339
hoelzl@37489
   340
lemma dist_mul[simp]: "dist (c *s x) (c *s y) = \<bar>c\<bar> * dist x y"
hoelzl@37489
   341
  unfolding dist_norm scalar_mult_eq_scaleR
hoelzl@37489
   342
  unfolding scaleR_right_diff_distrib[symmetric] by simp
hoelzl@37489
   343
nipkow@64267
   344
lemma sum_component [simp]:
hoelzl@37489
   345
  fixes f:: " 'a \<Rightarrow> ('b::comm_monoid_add) ^'n"
nipkow@64267
   346
  shows "(sum f S)$i = sum (\<lambda>x. (f x)$i) S"
wenzelm@49644
   347
proof (cases "finite S")
wenzelm@49644
   348
  case True
wenzelm@49644
   349
  then show ?thesis by induct simp_all
wenzelm@49644
   350
next
wenzelm@49644
   351
  case False
wenzelm@49644
   352
  then show ?thesis by simp
wenzelm@49644
   353
qed
hoelzl@37489
   354
nipkow@64267
   355
lemma sum_eq: "sum f S = (\<chi> i. sum (\<lambda>x. (f x)$i ) S)"
huffman@44136
   356
  by (simp add: vec_eq_iff)
hoelzl@37489
   357
nipkow@64267
   358
lemma sum_cmul:
hoelzl@37489
   359
  fixes f:: "'c \<Rightarrow> ('a::semiring_1)^'n"
nipkow@64267
   360
  shows "sum (\<lambda>x. c *s f x) S = c *s sum f S"
nipkow@64267
   361
  by (simp add: vec_eq_iff sum_distrib_left)
hoelzl@37489
   362
nipkow@64267
   363
lemma sum_norm_allsubsets_bound_cart:
hoelzl@37489
   364
  fixes f:: "'a \<Rightarrow> real ^'n"
nipkow@64267
   365
  assumes fP: "finite P" and fPs: "\<And>Q. Q \<subseteq> P \<Longrightarrow> norm (sum f Q) \<le> e"
nipkow@64267
   366
  shows "sum (\<lambda>x. norm (f x)) P \<le> 2 * real CARD('n) *  e"
nipkow@64267
   367
  using sum_norm_allsubsets_bound[OF assms]
wenzelm@57865
   368
  by simp
hoelzl@37489
   369
lp15@62397
   370
subsection\<open>Closures and interiors of halfspaces\<close>
lp15@62397
   371
lp15@62397
   372
lemma interior_halfspace_le [simp]:
lp15@62397
   373
  assumes "a \<noteq> 0"
lp15@62397
   374
    shows "interior {x. a \<bullet> x \<le> b} = {x. a \<bullet> x < b}"
lp15@62397
   375
proof -
lp15@62397
   376
  have *: "a \<bullet> x < b" if x: "x \<in> S" and S: "S \<subseteq> {x. a \<bullet> x \<le> b}" and "open S" for S x
lp15@62397
   377
  proof -
lp15@62397
   378
    obtain e where "e>0" and e: "cball x e \<subseteq> S"
lp15@62397
   379
      using \<open>open S\<close> open_contains_cball x by blast
lp15@62397
   380
    then have "x + (e / norm a) *\<^sub>R a \<in> cball x e"
lp15@62397
   381
      by (simp add: dist_norm)
lp15@62397
   382
    then have "x + (e / norm a) *\<^sub>R a \<in> S"
lp15@62397
   383
      using e by blast
lp15@62397
   384
    then have "x + (e / norm a) *\<^sub>R a \<in> {x. a \<bullet> x \<le> b}"
lp15@62397
   385
      using S by blast
lp15@62397
   386
    moreover have "e * (a \<bullet> a) / norm a > 0"
lp15@62397
   387
      by (simp add: \<open>0 < e\<close> assms)
lp15@62397
   388
    ultimately show ?thesis
lp15@62397
   389
      by (simp add: algebra_simps)
lp15@62397
   390
  qed
lp15@62397
   391
  show ?thesis
lp15@62397
   392
    by (rule interior_unique) (auto simp: open_halfspace_lt *)
lp15@62397
   393
qed
lp15@62397
   394
lp15@62397
   395
lemma interior_halfspace_ge [simp]:
lp15@62397
   396
   "a \<noteq> 0 \<Longrightarrow> interior {x. a \<bullet> x \<ge> b} = {x. a \<bullet> x > b}"
lp15@62397
   397
using interior_halfspace_le [of "-a" "-b"] by simp
lp15@62397
   398
lp15@62397
   399
lemma interior_halfspace_component_le [simp]:
wenzelm@67731
   400
     "interior {x. x$k \<le> a} = {x :: (real^'n). x$k < a}" (is "?LE")
lp15@62397
   401
  and interior_halfspace_component_ge [simp]:
wenzelm@67731
   402
     "interior {x. x$k \<ge> a} = {x :: (real^'n). x$k > a}" (is "?GE")
lp15@62397
   403
proof -
lp15@62397
   404
  have "axis k (1::real) \<noteq> 0"
lp15@62397
   405
    by (simp add: axis_def vec_eq_iff)
lp15@62397
   406
  moreover have "axis k (1::real) \<bullet> x = x$k" for x
lp15@62397
   407
    by (simp add: cart_eq_inner_axis inner_commute)
lp15@62397
   408
  ultimately show ?LE ?GE
lp15@62397
   409
    using interior_halfspace_le [of "axis k (1::real)" a]
lp15@62397
   410
          interior_halfspace_ge [of "axis k (1::real)" a] by auto
lp15@62397
   411
qed
lp15@62397
   412
lp15@62397
   413
lemma closure_halfspace_lt [simp]:
lp15@62397
   414
  assumes "a \<noteq> 0"
lp15@62397
   415
    shows "closure {x. a \<bullet> x < b} = {x. a \<bullet> x \<le> b}"
lp15@62397
   416
proof -
lp15@62397
   417
  have [simp]: "-{x. a \<bullet> x < b} = {x. a \<bullet> x \<ge> b}"
lp15@62397
   418
    by (force simp:)
lp15@62397
   419
  then show ?thesis
lp15@62397
   420
    using interior_halfspace_ge [of a b] assms
lp15@62397
   421
    by (force simp: closure_interior)
lp15@62397
   422
qed
lp15@62397
   423
lp15@62397
   424
lemma closure_halfspace_gt [simp]:
lp15@62397
   425
   "a \<noteq> 0 \<Longrightarrow> closure {x. a \<bullet> x > b} = {x. a \<bullet> x \<ge> b}"
lp15@62397
   426
using closure_halfspace_lt [of "-a" "-b"] by simp
lp15@62397
   427
lp15@62397
   428
lemma closure_halfspace_component_lt [simp]:
wenzelm@67731
   429
     "closure {x. x$k < a} = {x :: (real^'n). x$k \<le> a}" (is "?LE")
lp15@62397
   430
  and closure_halfspace_component_gt [simp]:
wenzelm@67731
   431
     "closure {x. x$k > a} = {x :: (real^'n). x$k \<ge> a}" (is "?GE")
lp15@62397
   432
proof -
lp15@62397
   433
  have "axis k (1::real) \<noteq> 0"
lp15@62397
   434
    by (simp add: axis_def vec_eq_iff)
lp15@62397
   435
  moreover have "axis k (1::real) \<bullet> x = x$k" for x
lp15@62397
   436
    by (simp add: cart_eq_inner_axis inner_commute)
lp15@62397
   437
  ultimately show ?LE ?GE
lp15@62397
   438
    using closure_halfspace_lt [of "axis k (1::real)" a]
lp15@62397
   439
          closure_halfspace_gt [of "axis k (1::real)" a] by auto
lp15@62397
   440
qed
lp15@62397
   441
lp15@62397
   442
lemma interior_hyperplane [simp]:
lp15@62397
   443
  assumes "a \<noteq> 0"
lp15@62397
   444
    shows "interior {x. a \<bullet> x = b} = {}"
lp15@62397
   445
proof -
lp15@62397
   446
  have [simp]: "{x. a \<bullet> x = b} = {x. a \<bullet> x \<le> b} \<inter> {x. a \<bullet> x \<ge> b}"
lp15@62397
   447
    by (force simp:)
lp15@62397
   448
  then show ?thesis
lp15@62397
   449
    by (auto simp: assms)
lp15@62397
   450
qed
lp15@62397
   451
lp15@62397
   452
lemma frontier_halfspace_le:
lp15@62397
   453
  assumes "a \<noteq> 0 \<or> b \<noteq> 0"
lp15@62397
   454
    shows "frontier {x. a \<bullet> x \<le> b} = {x. a \<bullet> x = b}"
lp15@62397
   455
proof (cases "a = 0")
lp15@62397
   456
  case True with assms show ?thesis by simp
lp15@62397
   457
next
lp15@62397
   458
  case False then show ?thesis
lp15@62397
   459
    by (force simp: frontier_def closed_halfspace_le)
lp15@62397
   460
qed
lp15@62397
   461
lp15@62397
   462
lemma frontier_halfspace_ge:
lp15@62397
   463
  assumes "a \<noteq> 0 \<or> b \<noteq> 0"
lp15@62397
   464
    shows "frontier {x. a \<bullet> x \<ge> b} = {x. a \<bullet> x = b}"
lp15@62397
   465
proof (cases "a = 0")
lp15@62397
   466
  case True with assms show ?thesis by simp
lp15@62397
   467
next
lp15@62397
   468
  case False then show ?thesis
lp15@62397
   469
    by (force simp: frontier_def closed_halfspace_ge)
lp15@62397
   470
qed
lp15@62397
   471
lp15@62397
   472
lemma frontier_halfspace_lt:
lp15@62397
   473
  assumes "a \<noteq> 0 \<or> b \<noteq> 0"
lp15@62397
   474
    shows "frontier {x. a \<bullet> x < b} = {x. a \<bullet> x = b}"
lp15@62397
   475
proof (cases "a = 0")
lp15@62397
   476
  case True with assms show ?thesis by simp
lp15@62397
   477
next
lp15@62397
   478
  case False then show ?thesis
lp15@62397
   479
    by (force simp: frontier_def interior_open open_halfspace_lt)
lp15@62397
   480
qed
lp15@62397
   481
lp15@62397
   482
lemma frontier_halfspace_gt:
lp15@62397
   483
  assumes "a \<noteq> 0 \<or> b \<noteq> 0"
lp15@62397
   484
    shows "frontier {x. a \<bullet> x > b} = {x. a \<bullet> x = b}"
lp15@62397
   485
proof (cases "a = 0")
lp15@62397
   486
  case True with assms show ?thesis by simp
lp15@62397
   487
next
lp15@62397
   488
  case False then show ?thesis
lp15@62397
   489
    by (force simp: frontier_def interior_open open_halfspace_gt)
lp15@62397
   490
qed
lp15@62397
   491
lp15@62397
   492
lemma interior_standard_hyperplane:
wenzelm@67731
   493
   "interior {x :: (real^'n). x$k = a} = {}"
lp15@62397
   494
proof -
lp15@62397
   495
  have "axis k (1::real) \<noteq> 0"
lp15@62397
   496
    by (simp add: axis_def vec_eq_iff)
lp15@62397
   497
  moreover have "axis k (1::real) \<bullet> x = x$k" for x
lp15@62397
   498
    by (simp add: cart_eq_inner_axis inner_commute)
lp15@62397
   499
  ultimately show ?thesis
lp15@62397
   500
    using interior_hyperplane [of "axis k (1::real)" a]
lp15@62397
   501
    by force
lp15@62397
   502
qed
lp15@62397
   503
wenzelm@60420
   504
subsection \<open>Matrix operations\<close>
hoelzl@37489
   505
wenzelm@60420
   506
text\<open>Matrix notation. NB: an MxN matrix is of type @{typ "'a^'n^'m"}, not @{typ "'a^'m^'n"}\<close>
hoelzl@37489
   507
immler@67962
   508
definition map_matrix::"('a \<Rightarrow> 'b) \<Rightarrow> (('a, 'i::finite)vec, 'j::finite) vec \<Rightarrow> (('b, 'i)vec, 'j) vec" where
immler@67962
   509
  "map_matrix f x = (\<chi> i j. f (x $ i $ j))"
immler@67962
   510
immler@67962
   511
lemma nth_map_matrix[simp]: "map_matrix f x $ i $ j = f (x $ i $ j)"
immler@67962
   512
  by (simp add: map_matrix_def)
immler@67962
   513
wenzelm@49644
   514
definition matrix_matrix_mult :: "('a::semiring_1) ^'n^'m \<Rightarrow> 'a ^'p^'n \<Rightarrow> 'a ^ 'p ^'m"
wenzelm@49644
   515
    (infixl "**" 70)
nipkow@64267
   516
  where "m ** m' == (\<chi> i j. sum (\<lambda>k. ((m$i)$k) * ((m'$k)$j)) (UNIV :: 'n set)) ::'a ^ 'p ^'m"
hoelzl@37489
   517
wenzelm@49644
   518
definition matrix_vector_mult :: "('a::semiring_1) ^'n^'m \<Rightarrow> 'a ^'n \<Rightarrow> 'a ^ 'm"
wenzelm@49644
   519
    (infixl "*v" 70)
nipkow@64267
   520
  where "m *v x \<equiv> (\<chi> i. sum (\<lambda>j. ((m$i)$j) * (x$j)) (UNIV ::'n set)) :: 'a^'m"
hoelzl@37489
   521
wenzelm@49644
   522
definition vector_matrix_mult :: "'a ^ 'm \<Rightarrow> ('a::semiring_1) ^'n^'m \<Rightarrow> 'a ^'n "
wenzelm@49644
   523
    (infixl "v*" 70)
nipkow@64267
   524
  where "v v* m == (\<chi> j. sum (\<lambda>i. ((m$i)$j) * (v$i)) (UNIV :: 'm set)) :: 'a^'n"
hoelzl@37489
   525
hoelzl@37489
   526
definition "(mat::'a::zero => 'a ^'n^'n) k = (\<chi> i j. if i = j then k else 0)"
hoelzl@63332
   527
definition transpose where
hoelzl@37489
   528
  "(transpose::'a^'n^'m \<Rightarrow> 'a^'m^'n) A = (\<chi> i j. ((A$j)$i))"
hoelzl@37489
   529
definition "(row::'m => 'a ^'n^'m \<Rightarrow> 'a ^'n) i A = (\<chi> j. ((A$i)$j))"
hoelzl@37489
   530
definition "(column::'n =>'a^'n^'m =>'a^'m) j A = (\<chi> i. ((A$i)$j))"
hoelzl@37489
   531
definition "rows(A::'a^'n^'m) = { row i A | i. i \<in> (UNIV :: 'm set)}"
hoelzl@37489
   532
definition "columns(A::'a^'n^'m) = { column i A | i. i \<in> (UNIV :: 'n set)}"
lp15@68038
   533
   
lp15@68038
   534
lemma times0_left [simp]: "(0::'a::semiring_1^'n^'m) ** (A::'a ^'p^'n) = 0" 
lp15@68038
   535
  by (simp add: matrix_matrix_mult_def zero_vec_def)
lp15@68038
   536
lp15@68038
   537
lemma times0_right [simp]: "(A::'a::semiring_1^'n^'m) ** (0::'a ^'p^'n) = 0" 
lp15@68038
   538
  by (simp add: matrix_matrix_mult_def zero_vec_def)
hoelzl@37489
   539
hoelzl@37489
   540
lemma mat_0[simp]: "mat 0 = 0" by (vector mat_def)
hoelzl@37489
   541
lemma matrix_add_ldistrib: "(A ** (B + C)) = (A ** B) + (A ** C)"
nipkow@64267
   542
  by (vector matrix_matrix_mult_def sum.distrib[symmetric] field_simps)
hoelzl@37489
   543
lp15@67673
   544
lemma matrix_mul_lid [simp]:
hoelzl@37489
   545
  fixes A :: "'a::semiring_1 ^ 'm ^ 'n"
hoelzl@37489
   546
  shows "mat 1 ** A = A"
hoelzl@37489
   547
  apply (simp add: matrix_matrix_mult_def mat_def)
hoelzl@37489
   548
  apply vector
nipkow@64267
   549
  apply (auto simp only: if_distrib cond_application_beta sum.delta'[OF finite]
wenzelm@49644
   550
    mult_1_left mult_zero_left if_True UNIV_I)
wenzelm@49644
   551
  done
hoelzl@37489
   552
lp15@67673
   553
lemma matrix_mul_rid [simp]:
hoelzl@37489
   554
  fixes A :: "'a::semiring_1 ^ 'm ^ 'n"
hoelzl@37489
   555
  shows "A ** mat 1 = A"
hoelzl@37489
   556
  apply (simp add: matrix_matrix_mult_def mat_def)
hoelzl@37489
   557
  apply vector
nipkow@64267
   558
  apply (auto simp only: if_distrib cond_application_beta sum.delta[OF finite]
wenzelm@49644
   559
    mult_1_right mult_zero_right if_True UNIV_I cong: if_cong)
wenzelm@49644
   560
  done
hoelzl@37489
   561
hoelzl@37489
   562
lemma matrix_mul_assoc: "A ** (B ** C) = (A ** B) ** C"
nipkow@64267
   563
  apply (vector matrix_matrix_mult_def sum_distrib_left sum_distrib_right mult.assoc)
haftmann@66804
   564
  apply (subst sum.swap)
hoelzl@37489
   565
  apply simp
hoelzl@37489
   566
  done
hoelzl@37489
   567
hoelzl@37489
   568
lemma matrix_vector_mul_assoc: "A *v (B *v x) = (A ** B) *v x"
wenzelm@49644
   569
  apply (vector matrix_matrix_mult_def matrix_vector_mult_def
nipkow@64267
   570
    sum_distrib_left sum_distrib_right mult.assoc)
haftmann@66804
   571
  apply (subst sum.swap)
hoelzl@37489
   572
  apply simp
hoelzl@37489
   573
  done
hoelzl@37489
   574
lp15@68038
   575
lemma scalar_matrix_assoc:
lp15@68038
   576
  fixes A :: "real^'m^'n"
lp15@68038
   577
  shows "k *\<^sub>R (A ** B) = (k *\<^sub>R A) ** B"
lp15@68038
   578
  by (simp add: matrix_matrix_mult_def sum_distrib_left mult_ac vec_eq_iff)
lp15@68038
   579
lp15@68038
   580
lemma matrix_scalar_ac:
lp15@68038
   581
  fixes A :: "real^'m^'n"
lp15@68038
   582
  shows "A ** (k *\<^sub>R B) = k *\<^sub>R A ** B"
lp15@68038
   583
  by (simp add: matrix_matrix_mult_def sum_distrib_left mult_ac vec_eq_iff)
lp15@68038
   584
lp15@67673
   585
lemma matrix_vector_mul_lid [simp]: "mat 1 *v x = (x::'a::semiring_1 ^ 'n)"
hoelzl@37489
   586
  apply (vector matrix_vector_mult_def mat_def)
nipkow@64267
   587
  apply (simp add: if_distrib cond_application_beta sum.delta' cong del: if_weak_cong)
wenzelm@49644
   588
  done
hoelzl@37489
   589
wenzelm@49644
   590
lemma matrix_transpose_mul:
wenzelm@49644
   591
    "transpose(A ** B) = transpose B ** transpose (A::'a::comm_semiring_1^_^_)"
haftmann@57512
   592
  by (simp add: matrix_matrix_mult_def transpose_def vec_eq_iff mult.commute)
hoelzl@37489
   593
hoelzl@37489
   594
lemma matrix_eq:
hoelzl@37489
   595
  fixes A B :: "'a::semiring_1 ^ 'n ^ 'm"
hoelzl@37489
   596
  shows "A = B \<longleftrightarrow>  (\<forall>x. A *v x = B *v x)" (is "?lhs \<longleftrightarrow> ?rhs")
hoelzl@37489
   597
  apply auto
huffman@44136
   598
  apply (subst vec_eq_iff)
hoelzl@37489
   599
  apply clarify
hoelzl@50526
   600
  apply (clarsimp simp add: matrix_vector_mult_def if_distrib cond_application_beta vec_eq_iff cong del: if_weak_cong)
hoelzl@50526
   601
  apply (erule_tac x="axis ia 1" in allE)
hoelzl@37489
   602
  apply (erule_tac x="i" in allE)
hoelzl@50526
   603
  apply (auto simp add: if_distrib cond_application_beta axis_def
nipkow@64267
   604
    sum.delta[OF finite] cong del: if_weak_cong)
wenzelm@49644
   605
  done
hoelzl@37489
   606
wenzelm@49644
   607
lemma matrix_vector_mul_component: "((A::real^_^_) *v x)$k = (A$k) \<bullet> x"
huffman@44136
   608
  by (simp add: matrix_vector_mult_def inner_vec_def)
hoelzl@37489
   609
hoelzl@37489
   610
lemma dot_lmul_matrix: "((x::real ^_) v* A) \<bullet> y = x \<bullet> (A *v y)"
nipkow@64267
   611
  apply (simp add: inner_vec_def matrix_vector_mult_def vector_matrix_mult_def sum_distrib_right sum_distrib_left ac_simps)
haftmann@66804
   612
  apply (subst sum.swap)
wenzelm@49644
   613
  apply simp
wenzelm@49644
   614
  done
hoelzl@37489
   615
lp15@67673
   616
lemma transpose_mat [simp]: "transpose (mat n) = mat n"
hoelzl@37489
   617
  by (vector transpose_def mat_def)
hoelzl@37489
   618
lp15@67683
   619
lemma transpose_transpose [simp]: "transpose(transpose A) = A"
hoelzl@37489
   620
  by (vector transpose_def)
hoelzl@37489
   621
lp15@67673
   622
lemma row_transpose [simp]:
hoelzl@37489
   623
  fixes A:: "'a::semiring_1^_^_"
hoelzl@37489
   624
  shows "row i (transpose A) = column i A"
huffman@44136
   625
  by (simp add: row_def column_def transpose_def vec_eq_iff)
hoelzl@37489
   626
lp15@67673
   627
lemma column_transpose [simp]:
hoelzl@37489
   628
  fixes A:: "'a::semiring_1^_^_"
hoelzl@37489
   629
  shows "column i (transpose A) = row i A"
huffman@44136
   630
  by (simp add: row_def column_def transpose_def vec_eq_iff)
hoelzl@37489
   631
lp15@67683
   632
lemma rows_transpose [simp]: "rows(transpose (A::'a::semiring_1^_^_)) = columns A"
wenzelm@49644
   633
  by (auto simp add: rows_def columns_def row_transpose intro: set_eqI)
hoelzl@37489
   634
lp15@67683
   635
lemma columns_transpose [simp]: "columns(transpose (A::'a::semiring_1^_^_)) = rows A"
wenzelm@49644
   636
  by (metis transpose_transpose rows_transpose)
hoelzl@37489
   637
lp15@68038
   638
lemma transpose_scalar: "transpose (k *\<^sub>R A) = k *\<^sub>R transpose A"
lp15@68038
   639
  unfolding transpose_def
lp15@68038
   640
  by (simp add: vec_eq_iff)
lp15@68038
   641
lp15@68038
   642
lemma transpose_iff [iff]: "transpose A = transpose B \<longleftrightarrow> A = B"
lp15@68038
   643
  by (metis transpose_transpose)
lp15@68038
   644
lp15@67673
   645
lemma matrix_mult_transpose_dot_column:
lp15@67673
   646
  fixes A :: "real^'n^'n"
lp15@67673
   647
  shows "transpose A ** A = (\<chi> i j. (column i A) \<bullet> (column j A))"
lp15@67673
   648
  by (simp add: matrix_matrix_mult_def vec_eq_iff transpose_def column_def inner_vec_def)
lp15@67673
   649
lp15@67673
   650
lemma matrix_mult_transpose_dot_row:
lp15@67673
   651
  fixes A :: "real^'n^'n"
lp15@67673
   652
  shows "A ** transpose A = (\<chi> i j. (row i A) \<bullet> (row j A))"
lp15@67673
   653
  by (simp add: matrix_matrix_mult_def vec_eq_iff transpose_def row_def inner_vec_def)
lp15@67673
   654
wenzelm@60420
   655
text\<open>Two sometimes fruitful ways of looking at matrix-vector multiplication.\<close>
hoelzl@37489
   656
hoelzl@37489
   657
lemma matrix_mult_dot: "A *v x = (\<chi> i. A$i \<bullet> x)"
huffman@44136
   658
  by (simp add: matrix_vector_mult_def inner_vec_def)
hoelzl@37489
   659
lp15@67673
   660
lemma matrix_mult_sum:
nipkow@64267
   661
  "(A::'a::comm_semiring_1^'n^'m) *v x = sum (\<lambda>i. (x$i) *s column i A) (UNIV:: 'n set)"
haftmann@57512
   662
  by (simp add: matrix_vector_mult_def vec_eq_iff column_def mult.commute)
hoelzl@37489
   663
hoelzl@37489
   664
lemma vector_componentwise:
hoelzl@50526
   665
  "(x::'a::ring_1^'n) = (\<chi> j. \<Sum>i\<in>UNIV. (x$i) * (axis i 1 :: 'a^'n) $ j)"
nipkow@64267
   666
  by (simp add: axis_def if_distrib sum.If_cases vec_eq_iff)
hoelzl@50526
   667
nipkow@64267
   668
lemma basis_expansion: "sum (\<lambda>i. (x$i) *s axis i 1) UNIV = (x::('a::ring_1) ^'n)"
nipkow@64267
   669
  by (auto simp add: axis_def vec_eq_iff if_distrib sum.If_cases cong del: if_weak_cong)
hoelzl@37489
   670
lp15@63938
   671
lemma linear_componentwise_expansion:
hoelzl@37489
   672
  fixes f:: "real ^'m \<Rightarrow> real ^ _"
hoelzl@37489
   673
  assumes lf: "linear f"
nipkow@64267
   674
  shows "(f x)$j = sum (\<lambda>i. (x$i) * (f (axis i 1)$j)) (UNIV :: 'm set)" (is "?lhs = ?rhs")
wenzelm@49644
   675
proof -
hoelzl@37489
   676
  let ?M = "(UNIV :: 'm set)"
hoelzl@37489
   677
  let ?N = "(UNIV :: 'n set)"
nipkow@64267
   678
  have "?rhs = (sum (\<lambda>i.(x$i) *\<^sub>R f (axis i 1) ) ?M)$j"
nipkow@64267
   679
    unfolding sum_component by simp
wenzelm@49644
   680
  then show ?thesis
nipkow@64267
   681
    unfolding linear_sum_mul[OF lf, symmetric]
hoelzl@50526
   682
    unfolding scalar_mult_eq_scaleR[symmetric]
hoelzl@50526
   683
    unfolding basis_expansion
hoelzl@50526
   684
    by simp
hoelzl@37489
   685
qed
hoelzl@37489
   686
lp15@67719
   687
subsection\<open>Inverse matrices  (not necessarily square)\<close>
hoelzl@37489
   688
wenzelm@49644
   689
definition
wenzelm@49644
   690
  "invertible(A::'a::semiring_1^'n^'m) \<longleftrightarrow> (\<exists>A'::'a^'m^'n. A ** A' = mat 1 \<and> A' ** A = mat 1)"
hoelzl@37489
   691
wenzelm@49644
   692
definition
wenzelm@49644
   693
  "matrix_inv(A:: 'a::semiring_1^'n^'m) =
wenzelm@49644
   694
    (SOME A'::'a^'m^'n. A ** A' = mat 1 \<and> A' ** A = mat 1)"
hoelzl@37489
   695
wenzelm@60420
   696
text\<open>Correspondence between matrices and linear operators.\<close>
hoelzl@37489
   697
wenzelm@49644
   698
definition matrix :: "('a::{plus,times, one, zero}^'m \<Rightarrow> 'a ^ 'n) \<Rightarrow> 'a^'m^'n"
hoelzl@50526
   699
  where "matrix f = (\<chi> i j. (f(axis j 1))$i)"
hoelzl@37489
   700
lp15@67986
   701
lemma matrix_id_mat_1: "matrix id = mat 1"
lp15@67986
   702
  by (simp add: mat_def matrix_def axis_def)
lp15@67986
   703
lp15@67986
   704
lemma matrix_scaleR: "(matrix (( *\<^sub>R) r)) = mat r"
lp15@67986
   705
  by (simp add: mat_def matrix_def axis_def if_distrib cong: if_cong)
lp15@67986
   706
hoelzl@37489
   707
lemma matrix_vector_mul_linear: "linear(\<lambda>x. A *v (x::real ^ _))"
huffman@53600
   708
  by (simp add: linear_iff matrix_vector_mult_def vec_eq_iff
nipkow@64267
   709
      field_simps sum_distrib_left sum.distrib)
hoelzl@37489
   710
lp15@67683
   711
lemma
lp15@67683
   712
  fixes A :: "real^'n^'m"
lp15@67683
   713
  shows matrix_vector_mult_linear_continuous_at [continuous_intros]: "isCont (( *v) A) z"
lp15@67683
   714
    and matrix_vector_mult_linear_continuous_on [continuous_intros]: "continuous_on S (( *v) A)"
lp15@67683
   715
  by (simp_all add: linear_linear linear_continuous_at linear_continuous_on matrix_vector_mul_linear)
lp15@67683
   716
lp15@68043
   717
lemma vector_matrix_left_distrib [algebra_simps]:
lp15@68043
   718
  shows "(x + y) v* A = x v* A + y v* A"
lp15@68043
   719
  unfolding vector_matrix_mult_def
lp15@68043
   720
  by (simp add: algebra_simps sum.distrib vec_eq_iff)
lp15@68043
   721
lp15@68043
   722
lemma matrix_vector_right_distrib [algebra_simps]:
immler@67728
   723
  "A *v (x + y) = A *v x + A *v y"
immler@67728
   724
  by (vector matrix_vector_mult_def sum.distrib distrib_left)
lp15@67673
   725
lp15@67673
   726
lemma matrix_vector_mult_diff_distrib [algebra_simps]:
immler@67728
   727
  fixes A :: "'a::ring_1^'n^'m"
lp15@67673
   728
  shows "A *v (x - y) = A *v x - A *v y"
immler@67728
   729
  by (vector matrix_vector_mult_def sum_subtractf right_diff_distrib)
lp15@67673
   730
lp15@67673
   731
lemma matrix_vector_mult_scaleR[algebra_simps]:
lp15@67673
   732
  fixes A :: "real^'n^'m"
lp15@67673
   733
  shows "A *v (c *\<^sub>R x) = c *\<^sub>R (A *v x)"
lp15@67673
   734
  using linear_iff matrix_vector_mul_linear by blast
lp15@67673
   735
lp15@67673
   736
lemma matrix_vector_mult_0_right [simp]: "A *v 0 = 0"
lp15@67673
   737
  by (simp add: matrix_vector_mult_def vec_eq_iff)
lp15@67673
   738
lp15@67673
   739
lemma matrix_vector_mult_0 [simp]: "0 *v w = 0"
lp15@67673
   740
  by (simp add: matrix_vector_mult_def vec_eq_iff)
lp15@67673
   741
lp15@67673
   742
lemma matrix_vector_mult_add_rdistrib [algebra_simps]:
immler@67728
   743
  "(A + B) *v x = (A *v x) + (B *v x)"
immler@67728
   744
  by (vector matrix_vector_mult_def sum.distrib distrib_right)
lp15@67673
   745
lp15@67673
   746
lemma matrix_vector_mult_diff_rdistrib [algebra_simps]:
immler@67728
   747
  fixes A :: "'a :: ring_1^'n^'m"
lp15@67673
   748
  shows "(A - B) *v x = (A *v x) - (B *v x)"
immler@67728
   749
  by (vector matrix_vector_mult_def sum_subtractf left_diff_distrib)
lp15@67673
   750
wenzelm@49644
   751
lemma matrix_works:
wenzelm@49644
   752
  assumes lf: "linear f"
wenzelm@49644
   753
  shows "matrix f *v x = f (x::real ^ 'n)"
haftmann@57512
   754
  apply (simp add: matrix_def matrix_vector_mult_def vec_eq_iff mult.commute)
lp15@63938
   755
  by (simp add: linear_componentwise_expansion lf)
hoelzl@37489
   756
wenzelm@49644
   757
lemma matrix_vector_mul: "linear f ==> f = (\<lambda>x. matrix f *v (x::real ^ 'n))"
wenzelm@49644
   758
  by (simp add: ext matrix_works)
hoelzl@37489
   759
lp15@67683
   760
declare matrix_vector_mul [symmetric, simp]
lp15@67683
   761
lp15@67673
   762
lemma matrix_of_matrix_vector_mul [simp]: "matrix(\<lambda>x. A *v (x :: real ^ 'n)) = A"
hoelzl@37489
   763
  by (simp add: matrix_eq matrix_vector_mul_linear matrix_works)
hoelzl@37489
   764
hoelzl@37489
   765
lemma matrix_compose:
hoelzl@37489
   766
  assumes lf: "linear (f::real^'n \<Rightarrow> real^'m)"
wenzelm@49644
   767
    and lg: "linear (g::real^'m \<Rightarrow> real^_)"
wenzelm@61736
   768
  shows "matrix (g \<circ> f) = matrix g ** matrix f"
hoelzl@37489
   769
  using lf lg linear_compose[OF lf lg] matrix_works[OF linear_compose[OF lf lg]]
wenzelm@49644
   770
  by (simp add: matrix_eq matrix_works matrix_vector_mul_assoc[symmetric] o_def)
hoelzl@37489
   771
wenzelm@49644
   772
lemma matrix_vector_column:
nipkow@64267
   773
  "(A::'a::comm_semiring_1^'n^_) *v x = sum (\<lambda>i. (x$i) *s ((transpose A)$i)) (UNIV:: 'n set)"
haftmann@57512
   774
  by (simp add: matrix_vector_mult_def transpose_def vec_eq_iff mult.commute)
hoelzl@37489
   775
hoelzl@37489
   776
lemma adjoint_matrix: "adjoint(\<lambda>x. (A::real^'n^'m) *v x) = (\<lambda>x. transpose A *v x)"
hoelzl@37489
   777
  apply (rule adjoint_unique)
wenzelm@49644
   778
  apply (simp add: transpose_def inner_vec_def matrix_vector_mult_def
nipkow@64267
   779
    sum_distrib_right sum_distrib_left)
haftmann@66804
   780
  apply (subst sum.swap)
haftmann@57514
   781
  apply (auto simp add: ac_simps)
hoelzl@37489
   782
  done
hoelzl@37489
   783
hoelzl@37489
   784
lemma matrix_adjoint: assumes lf: "linear (f :: real^'n \<Rightarrow> real ^'m)"
hoelzl@37489
   785
  shows "matrix(adjoint f) = transpose(matrix f)"
hoelzl@37489
   786
  apply (subst matrix_vector_mul[OF lf])
wenzelm@49644
   787
  unfolding adjoint_matrix matrix_of_matrix_vector_mul
wenzelm@49644
   788
  apply rule
wenzelm@49644
   789
  done
wenzelm@49644
   790
lp15@67981
   791
lemma inj_matrix_vector_mult:
lp15@67981
   792
  fixes A::"'a::field^'n^'m"
lp15@67981
   793
  assumes "invertible A"
lp15@67981
   794
  shows "inj (( *v) A)"
lp15@67981
   795
  by (metis assms inj_on_inverseI invertible_def matrix_vector_mul_assoc matrix_vector_mul_lid)
lp15@67981
   796
lp15@68038
   797
lemma scalar_invertible:
lp15@68038
   798
  fixes A :: "real^'m^'n"
lp15@68038
   799
  assumes "k \<noteq> 0" and "invertible A"
lp15@68038
   800
  shows "invertible (k *\<^sub>R A)"
lp15@68038
   801
proof -
lp15@68038
   802
  obtain A' where "A ** A' = mat 1" and "A' ** A = mat 1"
lp15@68038
   803
    using assms unfolding invertible_def by auto
lp15@68038
   804
  with `k \<noteq> 0`
lp15@68038
   805
  have "(k *\<^sub>R A) ** ((1/k) *\<^sub>R A') = mat 1" "((1/k) *\<^sub>R A') ** (k *\<^sub>R A) = mat 1"
lp15@68038
   806
    by (simp_all add: assms matrix_scalar_ac)
lp15@68038
   807
  thus "invertible (k *\<^sub>R A)"
lp15@68038
   808
    unfolding invertible_def by auto
lp15@68038
   809
qed
lp15@68038
   810
lp15@68038
   811
lemma scalar_invertible_iff:
lp15@68038
   812
  fixes A :: "real^'m^'n"
lp15@68038
   813
  assumes "k \<noteq> 0" and "invertible A"
lp15@68038
   814
  shows "invertible (k *\<^sub>R A) \<longleftrightarrow> k \<noteq> 0 \<and> invertible A"
lp15@68038
   815
  by (simp add: assms scalar_invertible)
lp15@68038
   816
lp15@68038
   817
lemma vector_transpose_matrix [simp]: "x v* transpose A = A *v x"
lp15@68038
   818
  unfolding transpose_def vector_matrix_mult_def matrix_vector_mult_def
lp15@68038
   819
  by simp
lp15@68038
   820
lp15@68038
   821
lemma transpose_matrix_vector [simp]: "transpose A *v x = x v* A"
lp15@68038
   822
  unfolding transpose_def vector_matrix_mult_def matrix_vector_mult_def
lp15@68038
   823
  by simp
lp15@68038
   824
lp15@68043
   825
lemma vector_scalar_commute:
lp15@68043
   826
  fixes A :: "'a::{field}^'m^'n"
lp15@68043
   827
  shows "A *v (c *s x) = c *s (A *v x)"
lp15@68043
   828
  by (simp add: vector_scalar_mult_def matrix_vector_mult_def mult_ac sum_distrib_left)
lp15@68043
   829
lp15@68043
   830
lemma scalar_vector_matrix_assoc:
lp15@68043
   831
  fixes k :: "'a::{field}" and x :: "'a::{field}^'n" and A :: "'a^'m^'n"
lp15@68043
   832
  shows "(k *s x) v* A = k *s (x v* A)"
lp15@68043
   833
  by (metis transpose_matrix_vector vector_scalar_commute)
lp15@68043
   834
 
lp15@68043
   835
lemma vector_matrix_mult_0 [simp]: "0 v* A = 0"
lp15@68043
   836
  unfolding vector_matrix_mult_def by (simp add: zero_vec_def)
lp15@68043
   837
lp15@68043
   838
lemma vector_matrix_mult_0_right [simp]: "x v* 0 = 0"
lp15@68043
   839
  unfolding vector_matrix_mult_def by (simp add: zero_vec_def)
lp15@68043
   840
lp15@68043
   841
lemma vector_matrix_mul_rid [simp]:
lp15@68038
   842
  fixes v :: "('a::semiring_1)^'n"
lp15@68038
   843
  shows "v v* mat 1 = v"
lp15@68038
   844
  by (metis matrix_vector_mul_lid transpose_mat vector_transpose_matrix)
lp15@68038
   845
lp15@68043
   846
lemma scaleR_vector_matrix_assoc:
lp15@68038
   847
  fixes k :: real and x :: "real^'n" and A :: "real^'m^'n"
lp15@68038
   848
  shows "(k *\<^sub>R x) v* A = k *\<^sub>R (x v* A)"
lp15@68038
   849
  by (metis matrix_vector_mult_scaleR transpose_matrix_vector)
lp15@68038
   850
lp15@68043
   851
lemma vector_scaleR_matrix_ac:
lp15@68038
   852
  fixes k :: real and x :: "real^'n" and A :: "real^'m^'n"
lp15@68038
   853
  shows "x v* (k *\<^sub>R A) = k *\<^sub>R (x v* A)"
lp15@68038
   854
proof -
lp15@68038
   855
  have "x v* (k *\<^sub>R A) = (k *\<^sub>R x) v* A"
lp15@68038
   856
    unfolding vector_matrix_mult_def
lp15@68038
   857
    by (simp add: algebra_simps)
lp15@68043
   858
  with scaleR_vector_matrix_assoc
lp15@68038
   859
  show "x v* (k *\<^sub>R A) = k *\<^sub>R (x v* A)"
lp15@68038
   860
    by auto
lp15@68038
   861
qed
lp15@68038
   862
hoelzl@37489
   863
nipkow@67968
   864
subsection\<open>Some bounds on components etc. relative to operator norm\<close>
lp15@67719
   865
lp15@67719
   866
lemma norm_column_le_onorm:
lp15@67719
   867
  fixes A :: "real^'n^'m"
lp15@67719
   868
  shows "norm(column i A) \<le> onorm(( *v) A)"
lp15@67719
   869
proof -
lp15@67719
   870
  have bl: "bounded_linear (( *v) A)"
lp15@67719
   871
    by (simp add: linear_linear matrix_vector_mul_linear)
lp15@67719
   872
  have "norm (\<chi> j. A $ j $ i) \<le> norm (A *v axis i 1)"
lp15@67719
   873
    by (simp add: matrix_mult_dot cart_eq_inner_axis)
lp15@67719
   874
  also have "\<dots> \<le> onorm (( *v) A)"
lp15@67982
   875
    using onorm [OF bl, of "axis i 1"] by auto
lp15@67719
   876
  finally have "norm (\<chi> j. A $ j $ i) \<le> onorm (( *v) A)" .
lp15@67719
   877
  then show ?thesis
lp15@67719
   878
    unfolding column_def .
lp15@67719
   879
qed
lp15@67719
   880
lp15@67719
   881
lemma matrix_component_le_onorm:
lp15@67719
   882
  fixes A :: "real^'n^'m"
lp15@67719
   883
  shows "\<bar>A $ i $ j\<bar> \<le> onorm(( *v) A)"
lp15@67719
   884
proof -
lp15@67719
   885
  have "\<bar>A $ i $ j\<bar> \<le> norm (\<chi> n. (A $ n $ j))"
lp15@67719
   886
    by (metis (full_types, lifting) component_le_norm_cart vec_lambda_beta)
lp15@67719
   887
  also have "\<dots> \<le> onorm (( *v) A)"
lp15@67719
   888
    by (metis (no_types) column_def norm_column_le_onorm)
lp15@67719
   889
  finally show ?thesis .
lp15@67719
   890
qed
lp15@67719
   891
lp15@67719
   892
lemma component_le_onorm:
lp15@67719
   893
  fixes f :: "real^'m \<Rightarrow> real^'n"
lp15@67719
   894
  shows "linear f \<Longrightarrow> \<bar>matrix f $ i $ j\<bar> \<le> onorm f"
lp15@67719
   895
  by (metis matrix_component_le_onorm matrix_vector_mul)
hoelzl@37489
   896
lp15@67719
   897
lemma onorm_le_matrix_component_sum:
lp15@67719
   898
  fixes A :: "real^'n^'m"
lp15@67719
   899
  shows "onorm(( *v) A) \<le> (\<Sum>i\<in>UNIV. \<Sum>j\<in>UNIV. \<bar>A $ i $ j\<bar>)"
lp15@67719
   900
proof (rule onorm_le)
lp15@67719
   901
  fix x
lp15@67719
   902
  have "norm (A *v x) \<le> (\<Sum>i\<in>UNIV. \<bar>(A *v x) $ i\<bar>)"
lp15@67719
   903
    by (rule norm_le_l1_cart)
lp15@67719
   904
  also have "\<dots> \<le> (\<Sum>i\<in>UNIV. \<Sum>j\<in>UNIV. \<bar>A $ i $ j\<bar> * norm x)"
lp15@67719
   905
  proof (rule sum_mono)
lp15@67719
   906
    fix i
lp15@67719
   907
    have "\<bar>(A *v x) $ i\<bar> \<le> \<bar>\<Sum>j\<in>UNIV. A $ i $ j * x $ j\<bar>"
lp15@67719
   908
      by (simp add: matrix_vector_mult_def)
lp15@67719
   909
    also have "\<dots> \<le> (\<Sum>j\<in>UNIV. \<bar>A $ i $ j * x $ j\<bar>)"
lp15@67719
   910
      by (rule sum_abs)
lp15@67719
   911
    also have "\<dots> \<le> (\<Sum>j\<in>UNIV. \<bar>A $ i $ j\<bar> * norm x)"
lp15@67719
   912
      by (rule sum_mono) (simp add: abs_mult component_le_norm_cart mult_left_mono)
lp15@67719
   913
    finally show "\<bar>(A *v x) $ i\<bar> \<le> (\<Sum>j\<in>UNIV. \<bar>A $ i $ j\<bar> * norm x)" .
lp15@67719
   914
  qed
lp15@67719
   915
  finally show "norm (A *v x) \<le> (\<Sum>i\<in>UNIV. \<Sum>j\<in>UNIV. \<bar>A $ i $ j\<bar>) * norm x"
lp15@67719
   916
    by (simp add: sum_distrib_right)
lp15@67719
   917
qed
lp15@67719
   918
lp15@67719
   919
lemma onorm_le_matrix_component:
lp15@67719
   920
  fixes A :: "real^'n^'m"
lp15@67719
   921
  assumes "\<And>i j. abs(A$i$j) \<le> B"
lp15@67719
   922
  shows "onorm(( *v) A) \<le> real (CARD('m)) * real (CARD('n)) * B"
lp15@67719
   923
proof (rule onorm_le)
wenzelm@67731
   924
  fix x :: "real^'n::_"
lp15@67719
   925
  have "norm (A *v x) \<le> (\<Sum>i\<in>UNIV. \<bar>(A *v x) $ i\<bar>)"
lp15@67719
   926
    by (rule norm_le_l1_cart)
lp15@67719
   927
  also have "\<dots> \<le> (\<Sum>i::'m \<in>UNIV. real (CARD('n)) * B * norm x)"
lp15@67719
   928
  proof (rule sum_mono)
lp15@67719
   929
    fix i
lp15@67719
   930
    have "\<bar>(A *v x) $ i\<bar> \<le> norm(A $ i) * norm x"
lp15@67719
   931
      by (simp add: matrix_mult_dot Cauchy_Schwarz_ineq2)
lp15@67719
   932
    also have "\<dots> \<le> (\<Sum>j\<in>UNIV. \<bar>A $ i $ j\<bar>) * norm x"
lp15@67719
   933
      by (simp add: mult_right_mono norm_le_l1_cart)
lp15@67719
   934
    also have "\<dots> \<le> real (CARD('n)) * B * norm x"
lp15@67719
   935
      by (simp add: assms sum_bounded_above mult_right_mono)
lp15@67719
   936
    finally show "\<bar>(A *v x) $ i\<bar> \<le> real (CARD('n)) * B * norm x" .
lp15@67719
   937
  qed
lp15@67719
   938
  also have "\<dots> \<le> CARD('m) * real (CARD('n)) * B * norm x"
lp15@67719
   939
    by simp
lp15@67719
   940
  finally show "norm (A *v x) \<le> CARD('m) * real (CARD('n)) * B * norm x" .
lp15@67719
   941
qed
lp15@67719
   942
lp15@67719
   943
subsection \<open>lambda skolemization on cartesian products\<close>
hoelzl@37489
   944
hoelzl@37489
   945
lemma lambda_skolem: "(\<forall>i. \<exists>x. P i x) \<longleftrightarrow>
hoelzl@37494
   946
   (\<exists>x::'a ^ 'n. \<forall>i. P i (x $ i))" (is "?lhs \<longleftrightarrow> ?rhs")
wenzelm@49644
   947
proof -
hoelzl@37489
   948
  let ?S = "(UNIV :: 'n set)"
wenzelm@49644
   949
  { assume H: "?rhs"
wenzelm@49644
   950
    then have ?lhs by auto }
hoelzl@37489
   951
  moreover
wenzelm@49644
   952
  { assume H: "?lhs"
hoelzl@37489
   953
    then obtain f where f:"\<forall>i. P i (f i)" unfolding choice_iff by metis
hoelzl@37489
   954
    let ?x = "(\<chi> i. (f i)) :: 'a ^ 'n"
wenzelm@49644
   955
    { fix i
hoelzl@37489
   956
      from f have "P i (f i)" by metis
hoelzl@37494
   957
      then have "P i (?x $ i)" by auto
hoelzl@37489
   958
    }
hoelzl@37489
   959
    hence "\<forall>i. P i (?x$i)" by metis
hoelzl@37489
   960
    hence ?rhs by metis }
hoelzl@37489
   961
  ultimately show ?thesis by metis
hoelzl@37489
   962
qed
hoelzl@37489
   963
lp15@67719
   964
lemma rational_approximation:
lp15@67719
   965
  assumes "e > 0"
lp15@67719
   966
  obtains r::real where "r \<in> \<rat>" "\<bar>r - x\<bar> < e"
lp15@67719
   967
  using Rats_dense_in_real [of "x - e/2" "x + e/2"] assms by auto
lp15@67719
   968
lp15@67719
   969
lemma matrix_rational_approximation:
lp15@67719
   970
  fixes A :: "real^'n^'m"
lp15@67719
   971
  assumes "e > 0"
lp15@67719
   972
  obtains B where "\<And>i j. B$i$j \<in> \<rat>" "onorm(\<lambda>x. (A - B) *v x) < e"
lp15@67719
   973
proof -
lp15@67719
   974
  have "\<forall>i j. \<exists>q \<in> \<rat>. \<bar>q - A $ i $ j\<bar> < e / (2 * CARD('m) * CARD('n))"
lp15@67719
   975
    using assms by (force intro: rational_approximation [of "e / (2 * CARD('m) * CARD('n))"])
lp15@67719
   976
  then obtain B where B: "\<And>i j. B$i$j \<in> \<rat>" and Bclo: "\<And>i j. \<bar>B$i$j - A $ i $ j\<bar> < e / (2 * CARD('m) * CARD('n))"
lp15@67719
   977
    by (auto simp: lambda_skolem Bex_def)
lp15@67719
   978
  show ?thesis
lp15@67719
   979
  proof
lp15@67719
   980
    have "onorm (( *v) (A - B)) \<le> real CARD('m) * real CARD('n) *
lp15@67719
   981
    (e / (2 * real CARD('m) * real CARD('n)))"
lp15@67719
   982
      apply (rule onorm_le_matrix_component)
lp15@67719
   983
      using Bclo by (simp add: abs_minus_commute less_imp_le)
lp15@67719
   984
    also have "\<dots> < e"
lp15@67719
   985
      using \<open>0 < e\<close> by (simp add: divide_simps)
lp15@67719
   986
    finally show "onorm (( *v) (A - B)) < e" .
lp15@67719
   987
  qed (use B in auto)
lp15@67719
   988
qed
lp15@67719
   989
hoelzl@37489
   990
lemma vector_sub_project_orthogonal_cart: "(b::real^'n) \<bullet> (x - ((b \<bullet> x) / (b \<bullet> b)) *s b) = 0"
hoelzl@50526
   991
  unfolding inner_simps scalar_mult_eq_scaleR by auto
hoelzl@37489
   992
hoelzl@37489
   993
lemma left_invertible_transpose:
hoelzl@37489
   994
  "(\<exists>(B). B ** transpose (A) = mat (1::'a::comm_semiring_1)) \<longleftrightarrow> (\<exists>(B). A ** B = mat 1)"
hoelzl@37489
   995
  by (metis matrix_transpose_mul transpose_mat transpose_transpose)
hoelzl@37489
   996
hoelzl@37489
   997
lemma right_invertible_transpose:
hoelzl@37489
   998
  "(\<exists>(B). transpose (A) ** B = mat (1::'a::comm_semiring_1)) \<longleftrightarrow> (\<exists>(B). B ** A = mat 1)"
hoelzl@37489
   999
  by (metis matrix_transpose_mul transpose_mat transpose_transpose)
hoelzl@37489
  1000
hoelzl@37489
  1001
lemma matrix_left_invertible_injective:
lp15@67986
  1002
  fixes A :: "real^'n^'m"
lp15@67986
  1003
  shows "(\<exists>B. B ** A = mat 1) \<longleftrightarrow> inj (( *v) A)"
lp15@67986
  1004
proof safe
lp15@67986
  1005
  fix B
lp15@67986
  1006
  assume B: "B ** A = mat 1"
lp15@67986
  1007
  show "inj (( *v) A)"
lp15@67986
  1008
    unfolding inj_on_def
lp15@67986
  1009
      by (metis B matrix_vector_mul_assoc matrix_vector_mul_lid)
lp15@67986
  1010
next
lp15@67986
  1011
  assume "inj (( *v) A)"
lp15@67986
  1012
  with linear_injective_left_inverse[OF matrix_vector_mul_linear]
lp15@67986
  1013
  obtain g where "linear g" and g: "g \<circ> ( *v) A = id"
lp15@67986
  1014
    by blast
lp15@67986
  1015
  have "matrix g ** A = mat 1"
lp15@67986
  1016
    by (metis \<open>linear g\<close> g matrix_compose matrix_id_mat_1 matrix_of_matrix_vector_mul matrix_vector_mul_linear)
lp15@67986
  1017
  then show "\<exists>B. B ** A = mat 1"
lp15@67986
  1018
    by metis
hoelzl@37489
  1019
qed
hoelzl@37489
  1020
hoelzl@37489
  1021
lemma matrix_left_invertible_ker:
hoelzl@37489
  1022
  "(\<exists>B. (B::real ^'m^'n) ** (A::real^'n^'m) = mat 1) \<longleftrightarrow> (\<forall>x. A *v x = 0 \<longrightarrow> x = 0)"
hoelzl@37489
  1023
  unfolding matrix_left_invertible_injective
hoelzl@37489
  1024
  using linear_injective_0[OF matrix_vector_mul_linear, of A]
hoelzl@37489
  1025
  by (simp add: inj_on_def)
hoelzl@37489
  1026
hoelzl@37489
  1027
lemma matrix_right_invertible_surjective:
wenzelm@49644
  1028
  "(\<exists>B. (A::real^'n^'m) ** (B::real^'m^'n) = mat 1) \<longleftrightarrow> surj (\<lambda>x. A *v x)"
wenzelm@49644
  1029
proof -
wenzelm@49644
  1030
  { fix B :: "real ^'m^'n"
wenzelm@49644
  1031
    assume AB: "A ** B = mat 1"
wenzelm@49644
  1032
    { fix x :: "real ^ 'm"
hoelzl@37489
  1033
      have "A *v (B *v x) = x"
wenzelm@49644
  1034
        by (simp add: matrix_vector_mul_lid matrix_vector_mul_assoc AB) }
nipkow@67399
  1035
    hence "surj (( *v) A)" unfolding surj_def by metis }
hoelzl@37489
  1036
  moreover
nipkow@67399
  1037
  { assume sf: "surj (( *v) A)"
hoelzl@37489
  1038
    from linear_surjective_right_inverse[OF matrix_vector_mul_linear sf]
nipkow@67399
  1039
    obtain g:: "real ^'m \<Rightarrow> real ^'n" where g: "linear g" "( *v) A \<circ> g = id"
hoelzl@37489
  1040
      by blast
hoelzl@37489
  1041
hoelzl@37489
  1042
    have "A ** (matrix g) = mat 1"
hoelzl@37489
  1043
      unfolding matrix_eq  matrix_vector_mul_lid
hoelzl@37489
  1044
        matrix_vector_mul_assoc[symmetric] matrix_works[OF g(1)]
huffman@44165
  1045
      using g(2) unfolding o_def fun_eq_iff id_def
hoelzl@37489
  1046
      .
hoelzl@37489
  1047
    hence "\<exists>B. A ** (B::real^'m^'n) = mat 1" by blast
hoelzl@37489
  1048
  }
hoelzl@37489
  1049
  ultimately show ?thesis unfolding surj_def by blast
hoelzl@37489
  1050
qed
hoelzl@37489
  1051
hoelzl@37489
  1052
lemma matrix_left_invertible_independent_columns:
hoelzl@37489
  1053
  fixes A :: "real^'n^'m"
wenzelm@49644
  1054
  shows "(\<exists>(B::real ^'m^'n). B ** A = mat 1) \<longleftrightarrow>
nipkow@64267
  1055
      (\<forall>c. sum (\<lambda>i. c i *s column i A) (UNIV :: 'n set) = 0 \<longrightarrow> (\<forall>i. c i = 0))"
wenzelm@49644
  1056
    (is "?lhs \<longleftrightarrow> ?rhs")
wenzelm@49644
  1057
proof -
hoelzl@37489
  1058
  let ?U = "UNIV :: 'n set"
wenzelm@49644
  1059
  { assume k: "\<forall>x. A *v x = 0 \<longrightarrow> x = 0"
wenzelm@49644
  1060
    { fix c i
nipkow@64267
  1061
      assume c: "sum (\<lambda>i. c i *s column i A) ?U = 0" and i: "i \<in> ?U"
hoelzl@37489
  1062
      let ?x = "\<chi> i. c i"
hoelzl@37489
  1063
      have th0:"A *v ?x = 0"
hoelzl@37489
  1064
        using c
lp15@67673
  1065
        unfolding matrix_mult_sum vec_eq_iff
hoelzl@37489
  1066
        by auto
hoelzl@37489
  1067
      from k[rule_format, OF th0] i
huffman@44136
  1068
      have "c i = 0" by (vector vec_eq_iff)}
wenzelm@49644
  1069
    hence ?rhs by blast }
hoelzl@37489
  1070
  moreover
wenzelm@49644
  1071
  { assume H: ?rhs
wenzelm@49644
  1072
    { fix x assume x: "A *v x = 0"
hoelzl@37489
  1073
      let ?c = "\<lambda>i. ((x$i ):: real)"
lp15@67673
  1074
      from H[rule_format, of ?c, unfolded matrix_mult_sum[symmetric], OF x]
wenzelm@49644
  1075
      have "x = 0" by vector }
wenzelm@49644
  1076
  }
hoelzl@37489
  1077
  ultimately show ?thesis unfolding matrix_left_invertible_ker by blast
hoelzl@37489
  1078
qed
hoelzl@37489
  1079
hoelzl@37489
  1080
lemma matrix_right_invertible_independent_rows:
hoelzl@37489
  1081
  fixes A :: "real^'n^'m"
wenzelm@49644
  1082
  shows "(\<exists>(B::real^'m^'n). A ** B = mat 1) \<longleftrightarrow>
nipkow@64267
  1083
    (\<forall>c. sum (\<lambda>i. c i *s row i A) (UNIV :: 'm set) = 0 \<longrightarrow> (\<forall>i. c i = 0))"
hoelzl@37489
  1084
  unfolding left_invertible_transpose[symmetric]
hoelzl@37489
  1085
    matrix_left_invertible_independent_columns
hoelzl@37489
  1086
  by (simp add: column_transpose)
hoelzl@37489
  1087
hoelzl@37489
  1088
lemma matrix_right_invertible_span_columns:
wenzelm@49644
  1089
  "(\<exists>(B::real ^'n^'m). (A::real ^'m^'n) ** B = mat 1) \<longleftrightarrow>
wenzelm@49644
  1090
    span (columns A) = UNIV" (is "?lhs = ?rhs")
wenzelm@49644
  1091
proof -
hoelzl@37489
  1092
  let ?U = "UNIV :: 'm set"
hoelzl@37489
  1093
  have fU: "finite ?U" by simp
nipkow@64267
  1094
  have lhseq: "?lhs \<longleftrightarrow> (\<forall>y. \<exists>(x::real^'m). sum (\<lambda>i. (x$i) *s column i A) ?U = y)"
lp15@67673
  1095
    unfolding matrix_right_invertible_surjective matrix_mult_sum surj_def
lp15@68041
  1096
    by (simp add: eq_commute)
hoelzl@37489
  1097
  have rhseq: "?rhs \<longleftrightarrow> (\<forall>x. x \<in> span (columns A))" by blast
wenzelm@49644
  1098
  { assume h: ?lhs
wenzelm@49644
  1099
    { fix x:: "real ^'n"
wenzelm@49644
  1100
      from h[unfolded lhseq, rule_format, of x] obtain y :: "real ^'m"
nipkow@64267
  1101
        where y: "sum (\<lambda>i. (y$i) *s column i A) ?U = x" by blast
wenzelm@49644
  1102
      have "x \<in> span (columns A)"
lp15@68041
  1103
        unfolding y[symmetric] scalar_mult_eq_scaleR
lp15@68041
  1104
      proof (rule span_sum [OF span_mul])
lp15@68041
  1105
        show "column i A \<in> span (columns A)" for i
lp15@68041
  1106
          using columns_def span_inc by auto
lp15@68041
  1107
      qed
wenzelm@49644
  1108
    }
wenzelm@49644
  1109
    then have ?rhs unfolding rhseq by blast }
hoelzl@37489
  1110
  moreover
wenzelm@49644
  1111
  { assume h:?rhs
nipkow@64267
  1112
    let ?P = "\<lambda>(y::real ^'n). \<exists>(x::real^'m). sum (\<lambda>i. (x$i) *s column i A) ?U = y"
wenzelm@49644
  1113
    { fix y
wenzelm@49644
  1114
      have "?P y"
hoelzl@50526
  1115
      proof (rule span_induct_alt[of ?P "columns A", folded scalar_mult_eq_scaleR])
nipkow@64267
  1116
        show "\<exists>x::real ^ 'm. sum (\<lambda>i. (x$i) *s column i A) ?U = 0"
hoelzl@37489
  1117
          by (rule exI[where x=0], simp)
hoelzl@37489
  1118
      next
wenzelm@49644
  1119
        fix c y1 y2
wenzelm@49644
  1120
        assume y1: "y1 \<in> columns A" and y2: "?P y2"
hoelzl@37489
  1121
        from y1 obtain i where i: "i \<in> ?U" "y1 = column i A"
hoelzl@37489
  1122
          unfolding columns_def by blast
hoelzl@37489
  1123
        from y2 obtain x:: "real ^'m" where
nipkow@64267
  1124
          x: "sum (\<lambda>i. (x$i) *s column i A) ?U = y2" by blast
hoelzl@37489
  1125
        let ?x = "(\<chi> j. if j = i then c + (x$i) else (x$j))::real^'m"
hoelzl@37489
  1126
        show "?P (c*s y1 + y2)"
webertj@49962
  1127
        proof (rule exI[where x= "?x"], vector, auto simp add: i x[symmetric] if_distrib distrib_left cond_application_beta cong del: if_weak_cong)
wenzelm@49644
  1128
          fix j
wenzelm@49644
  1129
          have th: "\<forall>xa \<in> ?U. (if xa = i then (c + (x$i)) * ((column xa A)$j)
wenzelm@49644
  1130
              else (x$xa) * ((column xa A$j))) = (if xa = i then c * ((column i A)$j) else 0) + ((x$xa) * ((column xa A)$j))"
wenzelm@49644
  1131
            using i(1) by (simp add: field_simps)
nipkow@64267
  1132
          have "sum (\<lambda>xa. if xa = i then (c + (x$i)) * ((column xa A)$j)
nipkow@64267
  1133
              else (x$xa) * ((column xa A$j))) ?U = sum (\<lambda>xa. (if xa = i then c * ((column i A)$j) else 0) + ((x$xa) * ((column xa A)$j))) ?U"
lp15@68041
  1134
            by (rule sum.cong[OF refl]) (use th in blast)
nipkow@64267
  1135
          also have "\<dots> = sum (\<lambda>xa. if xa = i then c * ((column i A)$j) else 0) ?U + sum (\<lambda>xa. ((x$xa) * ((column xa A)$j))) ?U"
nipkow@64267
  1136
            by (simp add: sum.distrib)
nipkow@64267
  1137
          also have "\<dots> = c * ((column i A)$j) + sum (\<lambda>xa. ((x$xa) * ((column xa A)$j))) ?U"
nipkow@64267
  1138
            unfolding sum.delta[OF fU]
wenzelm@49644
  1139
            using i(1) by simp
nipkow@64267
  1140
          finally show "sum (\<lambda>xa. if xa = i then (c + (x$i)) * ((column xa A)$j)
nipkow@64267
  1141
            else (x$xa) * ((column xa A$j))) ?U = c * ((column i A)$j) + sum (\<lambda>xa. ((x$xa) * ((column xa A)$j))) ?U" .
wenzelm@49644
  1142
        qed
wenzelm@49644
  1143
      next
wenzelm@49644
  1144
        show "y \<in> span (columns A)"
wenzelm@49644
  1145
          unfolding h by blast
wenzelm@49644
  1146
      qed
wenzelm@49644
  1147
    }
wenzelm@49644
  1148
    then have ?lhs unfolding lhseq ..
wenzelm@49644
  1149
  }
hoelzl@37489
  1150
  ultimately show ?thesis by blast
hoelzl@37489
  1151
qed
hoelzl@37489
  1152
hoelzl@37489
  1153
lemma matrix_left_invertible_span_rows:
hoelzl@37489
  1154
  "(\<exists>(B::real^'m^'n). B ** (A::real^'n^'m) = mat 1) \<longleftrightarrow> span (rows A) = UNIV"
hoelzl@37489
  1155
  unfolding right_invertible_transpose[symmetric]
hoelzl@37489
  1156
  unfolding columns_transpose[symmetric]
hoelzl@37489
  1157
  unfolding matrix_right_invertible_span_columns
wenzelm@49644
  1158
  ..
hoelzl@37489
  1159
wenzelm@60420
  1160
text \<open>The same result in terms of square matrices.\<close>
hoelzl@37489
  1161
hoelzl@37489
  1162
lemma matrix_left_right_inverse:
hoelzl@37489
  1163
  fixes A A' :: "real ^'n^'n"
hoelzl@37489
  1164
  shows "A ** A' = mat 1 \<longleftrightarrow> A' ** A = mat 1"
wenzelm@49644
  1165
proof -
wenzelm@49644
  1166
  { fix A A' :: "real ^'n^'n"
wenzelm@49644
  1167
    assume AA': "A ** A' = mat 1"
nipkow@67399
  1168
    have sA: "surj (( *v) A)"
lp15@68038
  1169
      using AA' matrix_right_invertible_surjective by auto
hoelzl@37489
  1170
    from linear_surjective_isomorphism[OF matrix_vector_mul_linear sA]
hoelzl@37489
  1171
    obtain f' :: "real ^'n \<Rightarrow> real ^'n"
hoelzl@37489
  1172
      where f': "linear f'" "\<forall>x. f' (A *v x) = x" "\<forall>x. A *v f' x = x" by blast
hoelzl@37489
  1173
    have th: "matrix f' ** A = mat 1"
wenzelm@49644
  1174
      by (simp add: matrix_eq matrix_works[OF f'(1)]
lp15@68041
  1175
          matrix_vector_mul_assoc[symmetric] f'(2)[rule_format])
hoelzl@37489
  1176
    hence "(matrix f' ** A) ** A' = mat 1 ** A'" by simp
wenzelm@49644
  1177
    hence "matrix f' = A'"
lp15@68041
  1178
      by (simp add: matrix_mul_assoc[symmetric] AA')
hoelzl@37489
  1179
    hence "matrix f' ** A = A' ** A" by simp
wenzelm@49644
  1180
    hence "A' ** A = mat 1" by (simp add: th)
wenzelm@49644
  1181
  }
hoelzl@37489
  1182
  then show ?thesis by blast
hoelzl@37489
  1183
qed
hoelzl@37489
  1184
lp15@68038
  1185
lemma invertible_mult:
lp15@68038
  1186
  fixes A B :: "real^'n^'n"
lp15@68038
  1187
  assumes "invertible A" and "invertible B"
lp15@68038
  1188
  shows "invertible (A ** B)"
lp15@68038
  1189
  by (metis (no_types, hide_lams) assms invertible_def matrix_left_right_inverse matrix_mul_assoc matrix_mul_lid)
lp15@68038
  1190
lp15@68038
  1191
lemma transpose_invertible:
lp15@68038
  1192
  fixes A :: "real^'n^'n"
lp15@68038
  1193
  assumes "invertible A"
lp15@68038
  1194
  shows "invertible (transpose A)"
lp15@68038
  1195
  by (meson assms invertible_def matrix_left_right_inverse right_invertible_transpose)
lp15@68038
  1196
lp15@68041
  1197
lemma vector_matrix_mul_assoc:
lp15@68041
  1198
  fixes v :: "('a::comm_semiring_1)^'n"
lp15@68041
  1199
  shows "(v v* M) v* N = v v* (M ** N)"
lp15@68041
  1200
proof -
lp15@68041
  1201
  from matrix_vector_mul_assoc
lp15@68041
  1202
  have "transpose N *v (transpose M *v v) = (transpose N ** transpose M) *v v" by fast
lp15@68041
  1203
  thus "(v v* M) v* N = v v* (M ** N)"
lp15@68041
  1204
    by (simp add: matrix_transpose_mul [symmetric])
lp15@68041
  1205
qed
lp15@68041
  1206
lp15@68043
  1207
lemma matrix_scaleR_vector_ac:
lp15@68041
  1208
  fixes A :: "real^('m::finite)^'n"
lp15@68041
  1209
  shows "A *v (k *\<^sub>R v) = k *\<^sub>R A *v v"
lp15@68043
  1210
  by (metis matrix_vector_mult_scaleR transpose_scalar vector_scaleR_matrix_ac vector_transpose_matrix)
lp15@68041
  1211
lp15@68043
  1212
lemma scaleR_matrix_vector_assoc:
lp15@68041
  1213
  fixes A :: "real^('m::finite)^'n"
lp15@68041
  1214
  shows "k *\<^sub>R (A *v v) = k *\<^sub>R A *v v"
lp15@68043
  1215
  by (metis matrix_scaleR_vector_ac matrix_vector_mult_scaleR)
lp15@68041
  1216
wenzelm@60420
  1217
text \<open>Considering an n-element vector as an n-by-1 or 1-by-n matrix.\<close>
hoelzl@37489
  1218
hoelzl@37489
  1219
definition "rowvector v = (\<chi> i j. (v$j))"
hoelzl@37489
  1220
hoelzl@37489
  1221
definition "columnvector v = (\<chi> i j. (v$i))"
hoelzl@37489
  1222
wenzelm@49644
  1223
lemma transpose_columnvector: "transpose(columnvector v) = rowvector v"
huffman@44136
  1224
  by (simp add: transpose_def rowvector_def columnvector_def vec_eq_iff)
hoelzl@37489
  1225
hoelzl@37489
  1226
lemma transpose_rowvector: "transpose(rowvector v) = columnvector v"
huffman@44136
  1227
  by (simp add: transpose_def columnvector_def rowvector_def vec_eq_iff)
hoelzl@37489
  1228
wenzelm@49644
  1229
lemma dot_rowvector_columnvector: "columnvector (A *v v) = A ** columnvector v"
hoelzl@37489
  1230
  by (vector columnvector_def matrix_matrix_mult_def matrix_vector_mult_def)
hoelzl@37489
  1231
wenzelm@49644
  1232
lemma dot_matrix_product:
wenzelm@49644
  1233
  "(x::real^'n) \<bullet> y = (((rowvector x ::real^'n^1) ** (columnvector y :: real^1^'n))$1)$1"
huffman@44136
  1234
  by (vector matrix_matrix_mult_def rowvector_def columnvector_def inner_vec_def)
hoelzl@37489
  1235
hoelzl@37489
  1236
lemma dot_matrix_vector_mul:
hoelzl@37489
  1237
  fixes A B :: "real ^'n ^'n" and x y :: "real ^'n"
hoelzl@37489
  1238
  shows "(A *v x) \<bullet> (B *v y) =
hoelzl@37489
  1239
      (((rowvector x :: real^'n^1) ** ((transpose A ** B) ** (columnvector y :: real ^1^'n)))$1)$1"
wenzelm@49644
  1240
  unfolding dot_matrix_product transpose_columnvector[symmetric]
wenzelm@49644
  1241
    dot_rowvector_columnvector matrix_transpose_mul matrix_mul_assoc ..
hoelzl@37489
  1242
wenzelm@61945
  1243
lemma infnorm_cart:"infnorm (x::real^'n) = Sup {\<bar>x$i\<bar> |i. i\<in>UNIV}"
hoelzl@50526
  1244
  by (simp add: infnorm_def inner_axis Basis_vec_def) (metis (lifting) inner_axis real_inner_1_right)
hoelzl@37489
  1245
wenzelm@49644
  1246
lemma component_le_infnorm_cart: "\<bar>x$i\<bar> \<le> infnorm (x::real^'n)"
hoelzl@50526
  1247
  using Basis_le_infnorm[of "axis i 1" x]
hoelzl@50526
  1248
  by (simp add: Basis_vec_def axis_eq_axis inner_axis)
hoelzl@37489
  1249
hoelzl@63334
  1250
lemma continuous_component[continuous_intros]: "continuous F f \<Longrightarrow> continuous F (\<lambda>x. f x $ i)"
huffman@44647
  1251
  unfolding continuous_def by (rule tendsto_vec_nth)
huffman@44213
  1252
hoelzl@63334
  1253
lemma continuous_on_component[continuous_intros]: "continuous_on s f \<Longrightarrow> continuous_on s (\<lambda>x. f x $ i)"
huffman@44647
  1254
  unfolding continuous_on_def by (fast intro: tendsto_vec_nth)
huffman@44213
  1255
hoelzl@63334
  1256
lemma continuous_on_vec_lambda[continuous_intros]:
hoelzl@63334
  1257
  "(\<And>i. continuous_on S (f i)) \<Longrightarrow> continuous_on S (\<lambda>x. \<chi> i. f i x)"
hoelzl@63334
  1258
  unfolding continuous_on_def by (auto intro: tendsto_vec_lambda)
hoelzl@63334
  1259
hoelzl@37489
  1260
lemma closed_positive_orthant: "closed {x::real^'n. \<forall>i. 0 \<le>x$i}"
hoelzl@63332
  1261
  by (simp add: Collect_all_eq closed_INT closed_Collect_le continuous_on_const continuous_on_id continuous_on_component)
huffman@44213
  1262
hoelzl@37489
  1263
lemma bounded_component_cart: "bounded s \<Longrightarrow> bounded ((\<lambda>x. x $ i) ` s)"
wenzelm@49644
  1264
  unfolding bounded_def
wenzelm@49644
  1265
  apply clarify
wenzelm@49644
  1266
  apply (rule_tac x="x $ i" in exI)
wenzelm@49644
  1267
  apply (rule_tac x="e" in exI)
wenzelm@49644
  1268
  apply clarify
wenzelm@49644
  1269
  apply (rule order_trans [OF dist_vec_nth_le], simp)
wenzelm@49644
  1270
  done
hoelzl@37489
  1271
hoelzl@37489
  1272
lemma compact_lemma_cart:
hoelzl@37489
  1273
  fixes f :: "nat \<Rightarrow> 'a::heine_borel ^ 'n"
hoelzl@50998
  1274
  assumes f: "bounded (range f)"
eberlm@66447
  1275
  shows "\<exists>l r. strict_mono r \<and>
hoelzl@37489
  1276
        (\<forall>e>0. eventually (\<lambda>n. \<forall>i\<in>d. dist (f (r n) $ i) (l $ i) < e) sequentially)"
immler@62127
  1277
    (is "?th d")
immler@62127
  1278
proof -
immler@62127
  1279
  have "\<forall>d' \<subseteq> d. ?th d'"
immler@62127
  1280
    by (rule compact_lemma_general[where unproj=vec_lambda])
immler@62127
  1281
      (auto intro!: f bounded_component_cart simp: vec_lambda_eta)
immler@62127
  1282
  then show "?th d" by simp
hoelzl@37489
  1283
qed
hoelzl@37489
  1284
huffman@44136
  1285
instance vec :: (heine_borel, finite) heine_borel
hoelzl@37489
  1286
proof
hoelzl@50998
  1287
  fix f :: "nat \<Rightarrow> 'a ^ 'b"
hoelzl@50998
  1288
  assume f: "bounded (range f)"
eberlm@66447
  1289
  then obtain l r where r: "strict_mono r"
wenzelm@49644
  1290
      and l: "\<forall>e>0. eventually (\<lambda>n. \<forall>i\<in>UNIV. dist (f (r n) $ i) (l $ i) < e) sequentially"
hoelzl@50998
  1291
    using compact_lemma_cart [OF f] by blast
hoelzl@37489
  1292
  let ?d = "UNIV::'b set"
hoelzl@37489
  1293
  { fix e::real assume "e>0"
hoelzl@37489
  1294
    hence "0 < e / (real_of_nat (card ?d))"
wenzelm@49644
  1295
      using zero_less_card_finite divide_pos_pos[of e, of "real_of_nat (card ?d)"] by auto
hoelzl@37489
  1296
    with l have "eventually (\<lambda>n. \<forall>i. dist (f (r n) $ i) (l $ i) < e / (real_of_nat (card ?d))) sequentially"
hoelzl@37489
  1297
      by simp
hoelzl@37489
  1298
    moreover
wenzelm@49644
  1299
    { fix n
wenzelm@49644
  1300
      assume n: "\<forall>i. dist (f (r n) $ i) (l $ i) < e / (real_of_nat (card ?d))"
hoelzl@37489
  1301
      have "dist (f (r n)) l \<le> (\<Sum>i\<in>?d. dist (f (r n) $ i) (l $ i))"
nipkow@67155
  1302
        unfolding dist_vec_def using zero_le_dist by (rule L2_set_le_sum)
hoelzl@37489
  1303
      also have "\<dots> < (\<Sum>i\<in>?d. e / (real_of_nat (card ?d)))"
nipkow@64267
  1304
        by (rule sum_strict_mono) (simp_all add: n)
hoelzl@37489
  1305
      finally have "dist (f (r n)) l < e" by simp
hoelzl@37489
  1306
    }
hoelzl@37489
  1307
    ultimately have "eventually (\<lambda>n. dist (f (r n)) l < e) sequentially"
lp15@61810
  1308
      by (rule eventually_mono)
hoelzl@37489
  1309
  }
wenzelm@61973
  1310
  hence "((f \<circ> r) \<longlongrightarrow> l) sequentially" unfolding o_def tendsto_iff by simp
eberlm@66447
  1311
  with r show "\<exists>l r. strict_mono r \<and> ((f \<circ> r) \<longlongrightarrow> l) sequentially" by auto
hoelzl@37489
  1312
qed
hoelzl@37489
  1313
wenzelm@49644
  1314
lemma interval_cart:
immler@54775
  1315
  fixes a :: "real^'n"
immler@54775
  1316
  shows "box a b = {x::real^'n. \<forall>i. a$i < x$i \<and> x$i < b$i}"
immler@56188
  1317
    and "cbox a b = {x::real^'n. \<forall>i. a$i \<le> x$i \<and> x$i \<le> b$i}"
immler@56188
  1318
  by (auto simp add: set_eq_iff less_vec_def less_eq_vec_def mem_box Basis_vec_def inner_axis)
hoelzl@37489
  1319
lp15@67673
  1320
lemma mem_box_cart:
immler@54775
  1321
  fixes a :: "real^'n"
immler@54775
  1322
  shows "x \<in> box a b \<longleftrightarrow> (\<forall>i. a$i < x$i \<and> x$i < b$i)"
immler@56188
  1323
    and "x \<in> cbox a b \<longleftrightarrow> (\<forall>i. a$i \<le> x$i \<and> x$i \<le> b$i)"
wenzelm@49644
  1324
  using interval_cart[of a b] by (auto simp add: set_eq_iff less_vec_def less_eq_vec_def)
hoelzl@37489
  1325
wenzelm@49644
  1326
lemma interval_eq_empty_cart:
wenzelm@49644
  1327
  fixes a :: "real^'n"
immler@54775
  1328
  shows "(box a b = {} \<longleftrightarrow> (\<exists>i. b$i \<le> a$i))" (is ?th1)
immler@56188
  1329
    and "(cbox a b = {} \<longleftrightarrow> (\<exists>i. b$i < a$i))" (is ?th2)
wenzelm@49644
  1330
proof -
immler@54775
  1331
  { fix i x assume as:"b$i \<le> a$i" and x:"x\<in>box a b"
lp15@67673
  1332
    hence "a $ i < x $ i \<and> x $ i < b $ i" unfolding mem_box_cart by auto
hoelzl@37489
  1333
    hence "a$i < b$i" by auto
wenzelm@49644
  1334
    hence False using as by auto }
hoelzl@37489
  1335
  moreover
hoelzl@37489
  1336
  { assume as:"\<forall>i. \<not> (b$i \<le> a$i)"
hoelzl@37489
  1337
    let ?x = "(1/2) *\<^sub>R (a + b)"
hoelzl@37489
  1338
    { fix i
hoelzl@37489
  1339
      have "a$i < b$i" using as[THEN spec[where x=i]] by auto
hoelzl@37489
  1340
      hence "a$i < ((1/2) *\<^sub>R (a+b)) $ i" "((1/2) *\<^sub>R (a+b)) $ i < b$i"
hoelzl@37489
  1341
        unfolding vector_smult_component and vector_add_component
wenzelm@49644
  1342
        by auto }
lp15@67673
  1343
    hence "box a b \<noteq> {}" using mem_box_cart(1)[of "?x" a b] by auto }
hoelzl@37489
  1344
  ultimately show ?th1 by blast
hoelzl@37489
  1345
immler@56188
  1346
  { fix i x assume as:"b$i < a$i" and x:"x\<in>cbox a b"
lp15@67673
  1347
    hence "a $ i \<le> x $ i \<and> x $ i \<le> b $ i" unfolding mem_box_cart by auto
hoelzl@37489
  1348
    hence "a$i \<le> b$i" by auto
wenzelm@49644
  1349
    hence False using as by auto }
hoelzl@37489
  1350
  moreover
hoelzl@37489
  1351
  { assume as:"\<forall>i. \<not> (b$i < a$i)"
hoelzl@37489
  1352
    let ?x = "(1/2) *\<^sub>R (a + b)"
hoelzl@37489
  1353
    { fix i
hoelzl@37489
  1354
      have "a$i \<le> b$i" using as[THEN spec[where x=i]] by auto
hoelzl@37489
  1355
      hence "a$i \<le> ((1/2) *\<^sub>R (a+b)) $ i" "((1/2) *\<^sub>R (a+b)) $ i \<le> b$i"
hoelzl@37489
  1356
        unfolding vector_smult_component and vector_add_component
wenzelm@49644
  1357
        by auto }
lp15@67673
  1358
    hence "cbox a b \<noteq> {}" using mem_box_cart(2)[of "?x" a b] by auto  }
hoelzl@37489
  1359
  ultimately show ?th2 by blast
hoelzl@37489
  1360
qed
hoelzl@37489
  1361
wenzelm@49644
  1362
lemma interval_ne_empty_cart:
wenzelm@49644
  1363
  fixes a :: "real^'n"
immler@56188
  1364
  shows "cbox a b \<noteq> {} \<longleftrightarrow> (\<forall>i. a$i \<le> b$i)"
immler@54775
  1365
    and "box a b \<noteq> {} \<longleftrightarrow> (\<forall>i. a$i < b$i)"
hoelzl@37489
  1366
  unfolding interval_eq_empty_cart[of a b] by (auto simp add: not_less not_le)
hoelzl@37489
  1367
    (* BH: Why doesn't just "auto" work here? *)
hoelzl@37489
  1368
wenzelm@49644
  1369
lemma subset_interval_imp_cart:
wenzelm@49644
  1370
  fixes a :: "real^'n"
immler@56188
  1371
  shows "(\<forall>i. a$i \<le> c$i \<and> d$i \<le> b$i) \<Longrightarrow> cbox c d \<subseteq> cbox a b"
immler@56188
  1372
    and "(\<forall>i. a$i < c$i \<and> d$i < b$i) \<Longrightarrow> cbox c d \<subseteq> box a b"
immler@56188
  1373
    and "(\<forall>i. a$i \<le> c$i \<and> d$i \<le> b$i) \<Longrightarrow> box c d \<subseteq> cbox a b"
immler@54775
  1374
    and "(\<forall>i. a$i \<le> c$i \<and> d$i \<le> b$i) \<Longrightarrow> box c d \<subseteq> box a b"
lp15@67673
  1375
  unfolding subset_eq[unfolded Ball_def] unfolding mem_box_cart
hoelzl@37489
  1376
  by (auto intro: order_trans less_le_trans le_less_trans less_imp_le) (* BH: Why doesn't just "auto" work here? *)
hoelzl@37489
  1377
wenzelm@49644
  1378
lemma interval_sing:
wenzelm@49644
  1379
  fixes a :: "'a::linorder^'n"
wenzelm@49644
  1380
  shows "{a .. a} = {a} \<and> {a<..<a} = {}"
wenzelm@49644
  1381
  apply (auto simp add: set_eq_iff less_vec_def less_eq_vec_def vec_eq_iff)
wenzelm@49644
  1382
  done
hoelzl@37489
  1383
wenzelm@49644
  1384
lemma subset_interval_cart:
wenzelm@49644
  1385
  fixes a :: "real^'n"
immler@56188
  1386
  shows "cbox c d \<subseteq> cbox a b \<longleftrightarrow> (\<forall>i. c$i \<le> d$i) --> (\<forall>i. a$i \<le> c$i \<and> d$i \<le> b$i)" (is ?th1)
immler@56188
  1387
    and "cbox c d \<subseteq> box a b \<longleftrightarrow> (\<forall>i. c$i \<le> d$i) --> (\<forall>i. a$i < c$i \<and> d$i < b$i)" (is ?th2)
immler@56188
  1388
    and "box c d \<subseteq> cbox a b \<longleftrightarrow> (\<forall>i. c$i < d$i) --> (\<forall>i. a$i \<le> c$i \<and> d$i \<le> b$i)" (is ?th3)
immler@54775
  1389
    and "box c d \<subseteq> box a b \<longleftrightarrow> (\<forall>i. c$i < d$i) --> (\<forall>i. a$i \<le> c$i \<and> d$i \<le> b$i)" (is ?th4)
immler@56188
  1390
  using subset_box[of c d a b] by (simp_all add: Basis_vec_def inner_axis)
hoelzl@37489
  1391
wenzelm@49644
  1392
lemma disjoint_interval_cart:
wenzelm@49644
  1393
  fixes a::"real^'n"
immler@56188
  1394
  shows "cbox a b \<inter> cbox c d = {} \<longleftrightarrow> (\<exists>i. (b$i < a$i \<or> d$i < c$i \<or> b$i < c$i \<or> d$i < a$i))" (is ?th1)
immler@56188
  1395
    and "cbox a b \<inter> box c d = {} \<longleftrightarrow> (\<exists>i. (b$i < a$i \<or> d$i \<le> c$i \<or> b$i \<le> c$i \<or> d$i \<le> a$i))" (is ?th2)
immler@56188
  1396
    and "box a b \<inter> cbox c d = {} \<longleftrightarrow> (\<exists>i. (b$i \<le> a$i \<or> d$i < c$i \<or> b$i \<le> c$i \<or> d$i \<le> a$i))" (is ?th3)
immler@54775
  1397
    and "box a b \<inter> box c d = {} \<longleftrightarrow> (\<exists>i. (b$i \<le> a$i \<or> d$i \<le> c$i \<or> b$i \<le> c$i \<or> d$i \<le> a$i))" (is ?th4)
hoelzl@50526
  1398
  using disjoint_interval[of a b c d] by (simp_all add: Basis_vec_def inner_axis)
hoelzl@37489
  1399
lp15@67719
  1400
lemma Int_interval_cart:
immler@54775
  1401
  fixes a :: "real^'n"
immler@56188
  1402
  shows "cbox a b \<inter> cbox c d =  {(\<chi> i. max (a$i) (c$i)) .. (\<chi> i. min (b$i) (d$i))}"
lp15@63945
  1403
  unfolding Int_interval
immler@56188
  1404
  by (auto simp: mem_box less_eq_vec_def)
immler@56188
  1405
    (auto simp: Basis_vec_def inner_axis)
hoelzl@37489
  1406
wenzelm@49644
  1407
lemma closed_interval_left_cart:
wenzelm@49644
  1408
  fixes b :: "real^'n"
hoelzl@37489
  1409
  shows "closed {x::real^'n. \<forall>i. x$i \<le> b$i}"
hoelzl@63332
  1410
  by (simp add: Collect_all_eq closed_INT closed_Collect_le continuous_on_const continuous_on_id continuous_on_component)
hoelzl@37489
  1411
wenzelm@49644
  1412
lemma closed_interval_right_cart:
wenzelm@49644
  1413
  fixes a::"real^'n"
hoelzl@37489
  1414
  shows "closed {x::real^'n. \<forall>i. a$i \<le> x$i}"
hoelzl@63332
  1415
  by (simp add: Collect_all_eq closed_INT closed_Collect_le continuous_on_const continuous_on_id continuous_on_component)
hoelzl@37489
  1416
wenzelm@49644
  1417
lemma is_interval_cart:
wenzelm@49644
  1418
  "is_interval (s::(real^'n) set) \<longleftrightarrow>
wenzelm@49644
  1419
    (\<forall>a\<in>s. \<forall>b\<in>s. \<forall>x. (\<forall>i. ((a$i \<le> x$i \<and> x$i \<le> b$i) \<or> (b$i \<le> x$i \<and> x$i \<le> a$i))) \<longrightarrow> x \<in> s)"
hoelzl@50526
  1420
  by (simp add: is_interval_def Ball_def Basis_vec_def inner_axis imp_ex)
hoelzl@37489
  1421
wenzelm@49644
  1422
lemma closed_halfspace_component_le_cart: "closed {x::real^'n. x$i \<le> a}"
hoelzl@63332
  1423
  by (simp add: closed_Collect_le continuous_on_const continuous_on_id continuous_on_component)
hoelzl@37489
  1424
wenzelm@49644
  1425
lemma closed_halfspace_component_ge_cart: "closed {x::real^'n. x$i \<ge> a}"
hoelzl@63332
  1426
  by (simp add: closed_Collect_le continuous_on_const continuous_on_id continuous_on_component)
hoelzl@37489
  1427
wenzelm@49644
  1428
lemma open_halfspace_component_lt_cart: "open {x::real^'n. x$i < a}"
hoelzl@63332
  1429
  by (simp add: open_Collect_less continuous_on_const continuous_on_id continuous_on_component)
wenzelm@49644
  1430
wenzelm@49644
  1431
lemma open_halfspace_component_gt_cart: "open {x::real^'n. x$i  > a}"
hoelzl@63332
  1432
  by (simp add: open_Collect_less continuous_on_const continuous_on_id continuous_on_component)
hoelzl@37489
  1433
wenzelm@49644
  1434
lemma Lim_component_le_cart:
wenzelm@49644
  1435
  fixes f :: "'a \<Rightarrow> real^'n"
wenzelm@61973
  1436
  assumes "(f \<longlongrightarrow> l) net" "\<not> (trivial_limit net)"  "eventually (\<lambda>x. f x $i \<le> b) net"
hoelzl@37489
  1437
  shows "l$i \<le> b"
hoelzl@50526
  1438
  by (rule tendsto_le[OF assms(2) tendsto_const tendsto_vec_nth, OF assms(1, 3)])
hoelzl@37489
  1439
wenzelm@49644
  1440
lemma Lim_component_ge_cart:
wenzelm@49644
  1441
  fixes f :: "'a \<Rightarrow> real^'n"
wenzelm@61973
  1442
  assumes "(f \<longlongrightarrow> l) net"  "\<not> (trivial_limit net)"  "eventually (\<lambda>x. b \<le> (f x)$i) net"
hoelzl@37489
  1443
  shows "b \<le> l$i"
hoelzl@50526
  1444
  by (rule tendsto_le[OF assms(2) tendsto_vec_nth tendsto_const, OF assms(1, 3)])
hoelzl@37489
  1445
wenzelm@49644
  1446
lemma Lim_component_eq_cart:
wenzelm@49644
  1447
  fixes f :: "'a \<Rightarrow> real^'n"
wenzelm@61973
  1448
  assumes net: "(f \<longlongrightarrow> l) net" "~(trivial_limit net)" and ev:"eventually (\<lambda>x. f(x)$i = b) net"
hoelzl@37489
  1449
  shows "l$i = b"
wenzelm@49644
  1450
  using ev[unfolded order_eq_iff eventually_conj_iff] and
wenzelm@49644
  1451
    Lim_component_ge_cart[OF net, of b i] and
hoelzl@37489
  1452
    Lim_component_le_cart[OF net, of i b] by auto
hoelzl@37489
  1453
wenzelm@49644
  1454
lemma connected_ivt_component_cart:
wenzelm@49644
  1455
  fixes x :: "real^'n"
wenzelm@49644
  1456
  shows "connected s \<Longrightarrow> x \<in> s \<Longrightarrow> y \<in> s \<Longrightarrow> x$k \<le> a \<Longrightarrow> a \<le> y$k \<Longrightarrow> (\<exists>z\<in>s.  z$k = a)"
hoelzl@50526
  1457
  using connected_ivt_hyperplane[of s x y "axis k 1" a]
hoelzl@50526
  1458
  by (auto simp add: inner_axis inner_commute)
hoelzl@37489
  1459
wenzelm@49644
  1460
lemma subspace_substandard_cart: "subspace {x::real^_. (\<forall>i. P i \<longrightarrow> x$i = 0)}"
hoelzl@37489
  1461
  unfolding subspace_def by auto
hoelzl@37489
  1462
hoelzl@37489
  1463
lemma closed_substandard_cart:
huffman@44213
  1464
  "closed {x::'a::real_normed_vector ^ 'n. \<forall>i. P i \<longrightarrow> x$i = 0}"
wenzelm@49644
  1465
proof -
huffman@44213
  1466
  { fix i::'n
huffman@44213
  1467
    have "closed {x::'a ^ 'n. P i \<longrightarrow> x$i = 0}"
hoelzl@63332
  1468
      by (cases "P i") (simp_all add: closed_Collect_eq continuous_on_const continuous_on_id continuous_on_component) }
huffman@44213
  1469
  thus ?thesis
huffman@44213
  1470
    unfolding Collect_all_eq by (simp add: closed_INT)
hoelzl@37489
  1471
qed
hoelzl@37489
  1472
wenzelm@49644
  1473
lemma dim_substandard_cart: "dim {x::real^'n. \<forall>i. i \<notin> d \<longrightarrow> x$i = 0} = card d"
wenzelm@49644
  1474
  (is "dim ?A = _")
wenzelm@49644
  1475
proof -
hoelzl@50526
  1476
  let ?a = "\<lambda>x. axis x 1 :: real^'n"
hoelzl@50526
  1477
  have *: "{x. \<forall>i\<in>Basis. i \<notin> ?a ` d \<longrightarrow> x \<bullet> i = 0} = ?A"
hoelzl@50526
  1478
    by (auto simp: image_iff Basis_vec_def axis_eq_axis inner_axis)
hoelzl@50526
  1479
  have "?a ` d \<subseteq> Basis"
hoelzl@50526
  1480
    by (auto simp: Basis_vec_def)
wenzelm@49644
  1481
  thus ?thesis
hoelzl@50526
  1482
    using dim_substandard[of "?a ` d"] card_image[of ?a d]
hoelzl@50526
  1483
    by (auto simp: axis_eq_axis inj_on_def *)
hoelzl@37489
  1484
qed
hoelzl@37489
  1485
lp15@67719
  1486
lemma dim_subset_UNIV_cart:
lp15@67719
  1487
  fixes S :: "(real^'n) set"
lp15@67719
  1488
  shows "dim S \<le> CARD('n)"
lp15@67719
  1489
  by (metis dim_subset_UNIV DIM_cart DIM_real mult.right_neutral)
lp15@67719
  1490
hoelzl@37489
  1491
lemma affinity_inverses:
hoelzl@37489
  1492
  assumes m0: "m \<noteq> (0::'a::field)"
wenzelm@61736
  1493
  shows "(\<lambda>x. m *s x + c) \<circ> (\<lambda>x. inverse(m) *s x + (-(inverse(m) *s c))) = id"
wenzelm@61736
  1494
  "(\<lambda>x. inverse(m) *s x + (-(inverse(m) *s c))) \<circ> (\<lambda>x. m *s x + c) = id"
hoelzl@37489
  1495
  using m0
haftmann@54230
  1496
  apply (auto simp add: fun_eq_iff vector_add_ldistrib diff_conv_add_uminus simp del: add_uminus_conv_diff)
haftmann@54230
  1497
  apply (simp_all add: vector_smult_lneg[symmetric] vector_smult_assoc vector_sneg_minus1 [symmetric])
wenzelm@49644
  1498
  done
hoelzl@37489
  1499
hoelzl@37489
  1500
lemma vector_affinity_eq:
hoelzl@37489
  1501
  assumes m0: "(m::'a::field) \<noteq> 0"
hoelzl@37489
  1502
  shows "m *s x + c = y \<longleftrightarrow> x = inverse m *s y + -(inverse m *s c)"
hoelzl@37489
  1503
proof
hoelzl@37489
  1504
  assume h: "m *s x + c = y"
hoelzl@37489
  1505
  hence "m *s x = y - c" by (simp add: field_simps)
hoelzl@37489
  1506
  hence "inverse m *s (m *s x) = inverse m *s (y - c)" by simp
hoelzl@37489
  1507
  then show "x = inverse m *s y + - (inverse m *s c)"
hoelzl@37489
  1508
    using m0 by (simp add: vector_smult_assoc vector_ssub_ldistrib)
hoelzl@37489
  1509
next
hoelzl@37489
  1510
  assume h: "x = inverse m *s y + - (inverse m *s c)"
haftmann@54230
  1511
  show "m *s x + c = y" unfolding h
hoelzl@37489
  1512
    using m0 by (simp add: vector_smult_assoc vector_ssub_ldistrib)
hoelzl@37489
  1513
qed
hoelzl@37489
  1514
hoelzl@37489
  1515
lemma vector_eq_affinity:
wenzelm@49644
  1516
    "(m::'a::field) \<noteq> 0 ==> (y = m *s x + c \<longleftrightarrow> inverse(m) *s y + -(inverse(m) *s c) = x)"
hoelzl@37489
  1517
  using vector_affinity_eq[where m=m and x=x and y=y and c=c]
hoelzl@37489
  1518
  by metis
hoelzl@37489
  1519
hoelzl@50526
  1520
lemma vector_cart:
hoelzl@50526
  1521
  fixes f :: "real^'n \<Rightarrow> real"
hoelzl@50526
  1522
  shows "(\<chi> i. f (axis i 1)) = (\<Sum>i\<in>Basis. f i *\<^sub>R i)"
hoelzl@50526
  1523
  unfolding euclidean_eq_iff[where 'a="real^'n"]
hoelzl@50526
  1524
  by simp (simp add: Basis_vec_def inner_axis)
hoelzl@63332
  1525
hoelzl@50526
  1526
lemma const_vector_cart:"((\<chi> i. d)::real^'n) = (\<Sum>i\<in>Basis. d *\<^sub>R i)"
hoelzl@50526
  1527
  by (rule vector_cart)
wenzelm@49644
  1528
huffman@44360
  1529
subsection "Convex Euclidean Space"
hoelzl@37489
  1530
hoelzl@50526
  1531
lemma Cart_1:"(1::real^'n) = \<Sum>Basis"
hoelzl@50526
  1532
  using const_vector_cart[of 1] by (simp add: one_vec_def)
hoelzl@37489
  1533
hoelzl@37489
  1534
declare vector_add_ldistrib[simp] vector_ssub_ldistrib[simp] vector_smult_assoc[simp] vector_smult_rneg[simp]
hoelzl@37489
  1535
declare vector_sadd_rdistrib[simp] vector_sub_rdistrib[simp]
hoelzl@37489
  1536
hoelzl@50526
  1537
lemmas vector_component_simps = vector_minus_component vector_smult_component vector_add_component less_eq_vec_def vec_lambda_beta vector_uminus_component
hoelzl@37489
  1538
hoelzl@37489
  1539
lemma convex_box_cart:
hoelzl@37489
  1540
  assumes "\<And>i. convex {x. P i x}"
hoelzl@37489
  1541
  shows "convex {x. \<forall>i. P i (x$i)}"
hoelzl@37489
  1542
  using assms unfolding convex_def by auto
hoelzl@37489
  1543
hoelzl@37489
  1544
lemma convex_positive_orthant_cart: "convex {x::real^'n. (\<forall>i. 0 \<le> x$i)}"
hoelzl@63334
  1545
  by (rule convex_box_cart) (simp add: atLeast_def[symmetric])
hoelzl@37489
  1546
hoelzl@37489
  1547
lemma unit_interval_convex_hull_cart:
immler@56188
  1548
  "cbox (0::real^'n) 1 = convex hull {x. \<forall>i. (x$i = 0) \<or> (x$i = 1)}"
immler@56188
  1549
  unfolding Cart_1 unit_interval_convex_hull[where 'a="real^'n"] box_real[symmetric]
hoelzl@50526
  1550
  by (rule arg_cong[where f="\<lambda>x. convex hull x"]) (simp add: Basis_vec_def inner_axis)
hoelzl@37489
  1551
hoelzl@37489
  1552
lemma cube_convex_hull_cart:
wenzelm@49644
  1553
  assumes "0 < d"
wenzelm@49644
  1554
  obtains s::"(real^'n) set"
immler@56188
  1555
    where "finite s" "cbox (x - (\<chi> i. d)) (x + (\<chi> i. d)) = convex hull s"
wenzelm@49644
  1556
proof -
wenzelm@55522
  1557
  from assms obtain s where "finite s"
nipkow@67399
  1558
    and "cbox (x - sum (( *\<^sub>R) d) Basis) (x + sum (( *\<^sub>R) d) Basis) = convex hull s"
wenzelm@55522
  1559
    by (rule cube_convex_hull)
wenzelm@55522
  1560
  with that[of s] show thesis
wenzelm@55522
  1561
    by (simp add: const_vector_cart)
hoelzl@37489
  1562
qed
hoelzl@37489
  1563
hoelzl@37489
  1564
hoelzl@37489
  1565
subsection "Derivative"
hoelzl@37489
  1566
hoelzl@37489
  1567
definition "jacobian f net = matrix(frechet_derivative f net)"
hoelzl@37489
  1568
wenzelm@49644
  1569
lemma jacobian_works:
wenzelm@49644
  1570
  "(f::(real^'a) \<Rightarrow> (real^'b)) differentiable net \<longleftrightarrow>
lp15@67986
  1571
    (f has_derivative (\<lambda>h. (jacobian f net) *v h)) net" (is "?lhs = ?rhs")
lp15@67986
  1572
proof
lp15@67986
  1573
  assume ?lhs then show ?rhs
lp15@67986
  1574
    by (simp add: frechet_derivative_works has_derivative_linear jacobian_def)
lp15@67986
  1575
next
lp15@67986
  1576
  assume ?rhs then show ?lhs
lp15@67986
  1577
    by (rule differentiableI)
lp15@67986
  1578
qed
hoelzl@37489
  1579
hoelzl@37489
  1580
wenzelm@60420
  1581
subsection \<open>Component of the differential must be zero if it exists at a local
nipkow@67968
  1582
  maximum or minimum for that corresponding component\<close>
hoelzl@37489
  1583
hoelzl@50526
  1584
lemma differential_zero_maxmin_cart:
wenzelm@49644
  1585
  fixes f::"real^'a \<Rightarrow> real^'b"
wenzelm@49644
  1586
  assumes "0 < e" "((\<forall>y \<in> ball x e. (f y)$k \<le> (f x)$k) \<or> (\<forall>y\<in>ball x e. (f x)$k \<le> (f y)$k))"
hoelzl@50526
  1587
    "f differentiable (at x)"
hoelzl@50526
  1588
  shows "jacobian f (at x) $ k = 0"
hoelzl@50526
  1589
  using differential_zero_maxmin_component[of "axis k 1" e x f] assms
hoelzl@50526
  1590
    vector_cart[of "\<lambda>j. frechet_derivative f (at x) j $ k"]
hoelzl@50526
  1591
  by (simp add: Basis_vec_def axis_eq_axis inner_axis jacobian_def matrix_def)
wenzelm@49644
  1592
wenzelm@60420
  1593
subsection \<open>Lemmas for working on @{typ "real^1"}\<close>
hoelzl@37489
  1594
hoelzl@37489
  1595
lemma forall_1[simp]: "(\<forall>i::1. P i) \<longleftrightarrow> P 1"
wenzelm@49644
  1596
  by (metis (full_types) num1_eq_iff)
hoelzl@37489
  1597
hoelzl@37489
  1598
lemma ex_1[simp]: "(\<exists>x::1. P x) \<longleftrightarrow> P 1"
wenzelm@49644
  1599
  by auto (metis (full_types) num1_eq_iff)
hoelzl@37489
  1600
hoelzl@37489
  1601
lemma exhaust_2:
wenzelm@49644
  1602
  fixes x :: 2
wenzelm@49644
  1603
  shows "x = 1 \<or> x = 2"
hoelzl@37489
  1604
proof (induct x)
hoelzl@37489
  1605
  case (of_int z)
lp15@67979
  1606
  then have "0 \<le> z" and "z < 2" by simp_all
hoelzl@37489
  1607
  then have "z = 0 | z = 1" by arith
hoelzl@37489
  1608
  then show ?case by auto
hoelzl@37489
  1609
qed
hoelzl@37489
  1610
hoelzl@37489
  1611
lemma forall_2: "(\<forall>i::2. P i) \<longleftrightarrow> P 1 \<and> P 2"
hoelzl@37489
  1612
  by (metis exhaust_2)
hoelzl@37489
  1613
hoelzl@37489
  1614
lemma exhaust_3:
wenzelm@49644
  1615
  fixes x :: 3
wenzelm@49644
  1616
  shows "x = 1 \<or> x = 2 \<or> x = 3"
hoelzl@37489
  1617
proof (induct x)
hoelzl@37489
  1618
  case (of_int z)
lp15@67979
  1619
  then have "0 \<le> z" and "z < 3" by simp_all
hoelzl@37489
  1620
  then have "z = 0 \<or> z = 1 \<or> z = 2" by arith
hoelzl@37489
  1621
  then show ?case by auto
hoelzl@37489
  1622
qed
hoelzl@37489
  1623
hoelzl@37489
  1624
lemma forall_3: "(\<forall>i::3. P i) \<longleftrightarrow> P 1 \<and> P 2 \<and> P 3"
hoelzl@37489
  1625
  by (metis exhaust_3)
hoelzl@37489
  1626
hoelzl@37489
  1627
lemma UNIV_1 [simp]: "UNIV = {1::1}"
hoelzl@37489
  1628
  by (auto simp add: num1_eq_iff)
hoelzl@37489
  1629
hoelzl@37489
  1630
lemma UNIV_2: "UNIV = {1::2, 2::2}"
hoelzl@37489
  1631
  using exhaust_2 by auto
hoelzl@37489
  1632
hoelzl@37489
  1633
lemma UNIV_3: "UNIV = {1::3, 2::3, 3::3}"
hoelzl@37489
  1634
  using exhaust_3 by auto
hoelzl@37489
  1635
nipkow@64267
  1636
lemma sum_1: "sum f (UNIV::1 set) = f 1"
hoelzl@37489
  1637
  unfolding UNIV_1 by simp
hoelzl@37489
  1638
nipkow@64267
  1639
lemma sum_2: "sum f (UNIV::2 set) = f 1 + f 2"
hoelzl@37489
  1640
  unfolding UNIV_2 by simp
hoelzl@37489
  1641
nipkow@64267
  1642
lemma sum_3: "sum f (UNIV::3 set) = f 1 + f 2 + f 3"
haftmann@57514
  1643
  unfolding UNIV_3 by (simp add: ac_simps)
hoelzl@37489
  1644
lp15@67979
  1645
lemma num1_eqI:
lp15@67979
  1646
  fixes a::num1 shows "a = b"
lp15@67979
  1647
  by (metis (full_types) UNIV_1 UNIV_I empty_iff insert_iff)
lp15@67979
  1648
lp15@67979
  1649
lemma num1_eq1 [simp]:
lp15@67979
  1650
  fixes a::num1 shows "a = 1"
lp15@67979
  1651
  by (rule num1_eqI)
lp15@67979
  1652
wenzelm@49644
  1653
instantiation num1 :: cart_one
wenzelm@49644
  1654
begin
wenzelm@49644
  1655
wenzelm@49644
  1656
instance
wenzelm@49644
  1657
proof
hoelzl@37489
  1658
  show "CARD(1) = Suc 0" by auto
wenzelm@49644
  1659
qed
wenzelm@49644
  1660
wenzelm@49644
  1661
end
hoelzl@37489
  1662
lp15@67979
  1663
instantiation num1 :: linorder begin
lp15@67979
  1664
definition "a < b \<longleftrightarrow> Rep_num1 a < Rep_num1 b"
lp15@67979
  1665
definition "a \<le> b \<longleftrightarrow> Rep_num1 a \<le> Rep_num1 b"
lp15@67979
  1666
instance
lp15@67979
  1667
  by intro_classes (auto simp: less_eq_num1_def less_num1_def intro: num1_eqI)
lp15@67979
  1668
end
lp15@67979
  1669
lp15@67979
  1670
instance num1 :: wellorder
lp15@67979
  1671
  by intro_classes (auto simp: less_eq_num1_def less_num1_def)
lp15@67979
  1672
nipkow@67968
  1673
subsection\<open>The collapse of the general concepts to dimension one\<close>
hoelzl@37489
  1674
hoelzl@37489
  1675
lemma vector_one: "(x::'a ^1) = (\<chi> i. (x$1))"
huffman@44136
  1676
  by (simp add: vec_eq_iff)
hoelzl@37489
  1677
hoelzl@37489
  1678
lemma forall_one: "(\<forall>(x::'a ^1). P x) \<longleftrightarrow> (\<forall>x. P(\<chi> i. x))"
hoelzl@37489
  1679
  apply auto
hoelzl@37489
  1680
  apply (erule_tac x= "x$1" in allE)
hoelzl@37489
  1681
  apply (simp only: vector_one[symmetric])
hoelzl@37489
  1682
  done
hoelzl@37489
  1683
hoelzl@37489
  1684
lemma norm_vector_1: "norm (x :: _^1) = norm (x$1)"
huffman@44136
  1685
  by (simp add: norm_vec_def)
hoelzl@37489
  1686
lp15@67979
  1687
lemma dist_vector_1:
lp15@67979
  1688
  fixes x :: "'a::real_normed_vector^1"
lp15@67979
  1689
  shows "dist x y = dist (x$1) (y$1)"
lp15@67979
  1690
  by (simp add: dist_norm norm_vector_1)
lp15@67979
  1691
wenzelm@61945
  1692
lemma norm_real: "norm(x::real ^ 1) = \<bar>x$1\<bar>"
hoelzl@37489
  1693
  by (simp add: norm_vector_1)
hoelzl@37489
  1694
wenzelm@61945
  1695
lemma dist_real: "dist(x::real ^ 1) y = \<bar>(x$1) - (y$1)\<bar>"
hoelzl@37489
  1696
  by (auto simp add: norm_real dist_norm)
hoelzl@37489
  1697
lp15@67986
  1698
subsection\<open> Rank of a matrix\<close>
lp15@67986
  1699
lp15@67986
  1700
text\<open>Equivalence of row and column rank is taken from George Mackiw's paper, Mathematics Magazine 1995, p. 285.\<close>
lp15@67986
  1701
lp15@67986
  1702
lemma matrix_vector_mult_in_columnspace:
lp15@67986
  1703
  fixes A :: "real^'n^'m"
lp15@67986
  1704
  shows "(A *v x) \<in> span(columns A)"
lp15@67986
  1705
  apply (simp add: matrix_vector_column columns_def transpose_def column_def)
lp15@67986
  1706
  apply (intro span_sum span_mul)
lp15@67986
  1707
  apply (force intro: span_superset)
lp15@67986
  1708
  done
lp15@67986
  1709
lp15@67986
  1710
lemma orthogonal_nullspace_rowspace:
lp15@67986
  1711
  fixes A :: "real^'n^'m"
lp15@67986
  1712
  assumes 0: "A *v x = 0" and y: "y \<in> span(rows A)"
lp15@67986
  1713
  shows "orthogonal x y"
lp15@67986
  1714
proof (rule span_induct [OF y])
lp15@67986
  1715
  show "subspace {a. orthogonal x a}"
lp15@67986
  1716
    by (simp add: subspace_orthogonal_to_vector)
lp15@67986
  1717
next
lp15@67986
  1718
  fix v
lp15@67986
  1719
  assume "v \<in> rows A"
lp15@67986
  1720
  then obtain i where "v = row i A"
lp15@67986
  1721
    by (auto simp: rows_def)
lp15@67986
  1722
  with 0 show "orthogonal x v"
lp15@67986
  1723
    unfolding orthogonal_def inner_vec_def matrix_vector_mult_def row_def
lp15@67986
  1724
    by (simp add: mult.commute) (metis (no_types) vec_lambda_beta zero_index)
lp15@67986
  1725
qed
lp15@67986
  1726
lp15@67986
  1727
lemma nullspace_inter_rowspace:
lp15@67986
  1728
  fixes A :: "real^'n^'m"
lp15@67986
  1729
  shows "A *v x = 0 \<and> x \<in> span(rows A) \<longleftrightarrow> x = 0"
lp15@67986
  1730
  using orthogonal_nullspace_rowspace orthogonal_self by auto
lp15@67986
  1731
lp15@67986
  1732
lemma matrix_vector_mul_injective_on_rowspace:
lp15@67986
  1733
  fixes A :: "real^'n^'m"
lp15@67986
  1734
  shows "\<lbrakk>A *v x = A *v y; x \<in> span(rows A); y \<in> span(rows A)\<rbrakk> \<Longrightarrow> x = y"
lp15@67986
  1735
  using nullspace_inter_rowspace [of A "x-y"]
lp15@67986
  1736
  by (metis eq_iff_diff_eq_0 matrix_vector_mult_diff_distrib span_diff)
lp15@67986
  1737
lp15@67986
  1738
definition rank :: "real^'n^'m=>nat"
lp15@67986
  1739
  where "rank A \<equiv> dim(columns A)"
lp15@67986
  1740
lp15@67986
  1741
lemma dim_rows_le_dim_columns:
lp15@67986
  1742
  fixes A :: "real^'n^'m"
lp15@67986
  1743
  shows "dim(rows A) \<le> dim(columns A)"
lp15@67986
  1744
proof -
lp15@67986
  1745
  have "dim (span (rows A)) \<le> dim (span (columns A))"
lp15@67986
  1746
  proof -
lp15@67986
  1747
    obtain B where "independent B" "span(rows A) \<subseteq> span B"
lp15@67986
  1748
              and B: "B \<subseteq> span(rows A)""card B = dim (span(rows A))"
lp15@67986
  1749
      using basis_exists [of "span(rows A)"] by blast
lp15@67986
  1750
    with span_subspace have eq: "span B = span(rows A)"
lp15@67986
  1751
      by auto
lp15@67986
  1752
    then have inj: "inj_on (( *v) A) (span B)"
lp15@67986
  1753
      using inj_on_def matrix_vector_mul_injective_on_rowspace by blast
lp15@67986
  1754
    then have ind: "independent (( *v) A ` B)"
lp15@67986
  1755
      by (rule independent_inj_on_image [OF \<open>independent B\<close> matrix_vector_mul_linear])
lp15@67986
  1756
    then have "finite (( *v) A ` B) \<and> card (( *v) A ` B) \<le> dim (( *v) A ` B)"
lp15@67986
  1757
      by (rule independent_bound_general)
lp15@67986
  1758
    then show ?thesis
lp15@67986
  1759
      by (metis (no_types, lifting) B ind inj eq card_image image_subset_iff independent_card_le_dim inj_on_subset matrix_vector_mult_in_columnspace)
lp15@67986
  1760
  qed
lp15@67986
  1761
  then show ?thesis
lp15@67986
  1762
    by simp
lp15@67986
  1763
qed
lp15@67986
  1764
lp15@67986
  1765
lemma rank_row:
lp15@67986
  1766
  fixes A :: "real^'n^'m"
lp15@67986
  1767
  shows "rank A = dim(rows A)"
lp15@67986
  1768
  unfolding rank_def
lp15@67986
  1769
  by (metis dim_rows_le_dim_columns columns_transpose dual_order.antisym rows_transpose)
lp15@67986
  1770
lp15@67986
  1771
lemma rank_transpose:
lp15@67986
  1772
  fixes A :: "real^'n^'m"
lp15@67986
  1773
  shows "rank(transpose A) = rank A"
lp15@67986
  1774
  by (metis rank_def rank_row rows_transpose)
lp15@67986
  1775
lp15@67986
  1776
lemma matrix_vector_mult_basis:
lp15@67986
  1777
  fixes A :: "real^'n^'m"
lp15@67986
  1778
  shows "A *v (axis k 1) = column k A"
lp15@67986
  1779
  by (simp add: cart_eq_inner_axis column_def matrix_mult_dot)
lp15@67986
  1780
lp15@67986
  1781
lemma columns_image_basis:
lp15@67986
  1782
  fixes A :: "real^'n^'m"
lp15@67986
  1783
  shows "columns A = ( *v) A ` (range (\<lambda>i. axis i 1))"
lp15@67986
  1784
  by (force simp: columns_def matrix_vector_mult_basis [symmetric])
lp15@67986
  1785
lp15@67986
  1786
lemma rank_dim_range:
lp15@67986
  1787
  fixes A :: "real^'n^'m"
lp15@67986
  1788
  shows "rank A = dim(range (\<lambda>x. A *v x))"
lp15@67986
  1789
  unfolding rank_def
lp15@67986
  1790
proof (rule span_eq_dim)
lp15@67986
  1791
  show "span (columns A) = span (range (( *v) A))"
lp15@67986
  1792
    apply (auto simp: columns_image_basis span_linear_image matrix_vector_mul_linear)
lp15@67986
  1793
    by (metis columns_image_basis matrix_vector_mul_linear matrix_vector_mult_in_columnspace span_linear_image)
lp15@67986
  1794
qed
lp15@67986
  1795
lp15@67986
  1796
lemma rank_bound:
lp15@67986
  1797
  fixes A :: "real^'n^'m"
lp15@67986
  1798
  shows "rank A \<le> min CARD('m) (CARD('n))"
lp15@67986
  1799
  by (metis (mono_tags, hide_lams) min.bounded_iff DIM_cart DIM_real dim_subset_UNIV mult.right_neutral rank_def rank_transpose)
lp15@67986
  1800
lp15@67986
  1801
lemma full_rank_injective:
lp15@67986
  1802
  fixes A :: "real^'n^'m"
lp15@67986
  1803
  shows "rank A = CARD('n) \<longleftrightarrow> inj (( *v) A)"
lp15@67986
  1804
  by (simp add: matrix_left_invertible_injective [symmetric] matrix_left_invertible_span_rows rank_row dim_eq_full [symmetric])
lp15@67986
  1805
lp15@67986
  1806
lemma full_rank_surjective:
lp15@67986
  1807
  fixes A :: "real^'n^'m"
lp15@67986
  1808
  shows "rank A = CARD('m) \<longleftrightarrow> surj (( *v) A)"
lp15@67986
  1809
  by (simp add: matrix_right_invertible_surjective [symmetric] left_invertible_transpose [symmetric]
lp15@67986
  1810
                matrix_left_invertible_injective full_rank_injective [symmetric] rank_transpose)
lp15@67986
  1811
lp15@67986
  1812
lemma rank_I: "rank(mat 1::real^'n^'n) = CARD('n)"
lp15@67986
  1813
  by (simp add: full_rank_injective inj_on_def)
lp15@67986
  1814
lp15@67986
  1815
lemma less_rank_noninjective:
lp15@67986
  1816
  fixes A :: "real^'n^'m"
lp15@67986
  1817
  shows "rank A < CARD('n) \<longleftrightarrow> \<not> inj (( *v) A)"
lp15@67986
  1818
using less_le rank_bound by (auto simp: full_rank_injective [symmetric])
lp15@67986
  1819
lp15@67986
  1820
lemma matrix_nonfull_linear_equations_eq:
lp15@67986
  1821
  fixes A :: "real^'n^'m"
lp15@67986
  1822
  shows "(\<exists>x. (x \<noteq> 0) \<and> A *v x = 0) \<longleftrightarrow> ~(rank A = CARD('n))"
lp15@67986
  1823
  by (meson matrix_left_invertible_injective full_rank_injective matrix_left_invertible_ker)
lp15@67986
  1824
lp15@67986
  1825
lemma rank_eq_0: "rank A = 0 \<longleftrightarrow> A = 0" and rank_0 [simp]: "rank 0 = 0"
lp15@67986
  1826
  by (auto simp: rank_dim_range matrix_eq)
lp15@67986
  1827
lp15@67986
  1828
lp15@67986
  1829
lemma rank_mul_le_right:
lp15@67986
  1830
  fixes A :: "real^'n^'m" and B :: "real^'p^'n"
lp15@67986
  1831
  shows "rank(A ** B) \<le> rank B"
lp15@67986
  1832
proof -
lp15@67986
  1833
  have "rank(A ** B) \<le> dim (( *v) A ` range (( *v) B))"
lp15@67986
  1834
    by (auto simp: rank_dim_range image_comp o_def matrix_vector_mul_assoc)
lp15@67986
  1835
  also have "\<dots> \<le> rank B"
lp15@67986
  1836
    by (simp add: rank_dim_range matrix_vector_mul_linear dim_image_le)
lp15@67986
  1837
  finally show ?thesis .
lp15@67986
  1838
qed
lp15@67986
  1839
lp15@67986
  1840
lemma rank_mul_le_left:
lp15@67986
  1841
  fixes A :: "real^'n^'m" and B :: "real^'p^'n"
lp15@67986
  1842
  shows "rank(A ** B) \<le> rank A"
lp15@67986
  1843
  by (metis matrix_transpose_mul rank_mul_le_right rank_transpose)
lp15@67986
  1844
lp15@67981
  1845
subsection\<open>Routine results connecting the types @{typ "real^1"} and @{typ real}\<close>
lp15@67981
  1846
lp15@67981
  1847
lemma vector_one_nth [simp]:
lp15@67981
  1848
  fixes x :: "'a^1" shows "vec (x $ 1) = x"
lp15@67981
  1849
  by (metis vec_def vector_one)
lp15@67981
  1850
lp15@67981
  1851
lemma vec_cbox_1_eq [simp]:
lp15@67981
  1852
  shows "vec ` cbox u v = cbox (vec u) (vec v ::real^1)"
lp15@67981
  1853
  by (force simp: Basis_vec_def cart_eq_inner_axis [symmetric] mem_box)
lp15@67981
  1854
lp15@67981
  1855
lemma vec_nth_cbox_1_eq [simp]:
lp15@67981
  1856
  fixes u v :: "'a::euclidean_space^1"
lp15@67981
  1857
  shows "(\<lambda>x. x $ 1) ` cbox u v = cbox (u$1) (v$1)"
lp15@67981
  1858
    by (auto simp: Basis_vec_def cart_eq_inner_axis [symmetric] mem_box image_iff Bex_def inner_axis) (metis vec_component)
lp15@67981
  1859
lp15@67981
  1860
lemma vec_nth_1_iff_cbox [simp]:
lp15@67981
  1861
  fixes a b :: "'a::euclidean_space"
lp15@67981
  1862
  shows "(\<lambda>x::'a^1. x $ 1) ` S = cbox a b \<longleftrightarrow> S = cbox (vec a) (vec b)"
lp15@67981
  1863
    (is "?lhs = ?rhs")
lp15@67981
  1864
proof
lp15@67981
  1865
  assume L: ?lhs show ?rhs
lp15@67981
  1866
  proof (intro equalityI subsetI)
lp15@67981
  1867
    fix x 
lp15@67981
  1868
    assume "x \<in> S"
lp15@67981
  1869
    then have "x $ 1 \<in> (\<lambda>v. v $ (1::1)) ` cbox (vec a) (vec b)"
lp15@67981
  1870
      using L by auto
lp15@67981
  1871
    then show "x \<in> cbox (vec a) (vec b)"
lp15@67981
  1872
      by (metis (no_types, lifting) imageE vector_one_nth)
lp15@67981
  1873
  next
lp15@67981
  1874
    fix x :: "'a^1"
lp15@67981
  1875
    assume "x \<in> cbox (vec a) (vec b)"
lp15@67981
  1876
    then show "x \<in> S"
lp15@67981
  1877
      by (metis (no_types, lifting) L imageE imageI vec_component vec_nth_cbox_1_eq vector_one_nth)
lp15@67981
  1878
  qed
lp15@67981
  1879
qed simp
wenzelm@49644
  1880
lp15@67979
  1881
lemma tendsto_at_within_vector_1:
lp15@67979
  1882
  fixes S :: "'a :: metric_space set"
lp15@67979
  1883
  assumes "(f \<longlongrightarrow> fx) (at x within S)"
lp15@67979
  1884
  shows "((\<lambda>y::'a^1. \<chi> i. f (y $ 1)) \<longlongrightarrow> (vec fx::'a^1)) (at (vec x) within vec ` S)"
lp15@67979
  1885
proof (rule topological_tendstoI)
lp15@67979
  1886
  fix T :: "('a^1) set"
lp15@67979
  1887
  assume "open T" "vec fx \<in> T"
lp15@67979
  1888
  have "\<forall>\<^sub>F x in at x within S. f x \<in> (\<lambda>x. x $ 1) ` T"
lp15@67979
  1889
    using \<open>open T\<close> \<open>vec fx \<in> T\<close> assms open_image_vec_nth tendsto_def by fastforce
lp15@67979
  1890
  then show "\<forall>\<^sub>F x::'a^1 in at (vec x) within vec ` S. (\<chi> i. f (x $ 1)) \<in> T"
lp15@67979
  1891
    unfolding eventually_at dist_norm [symmetric]
lp15@67979
  1892
    by (rule ex_forward)
lp15@67979
  1893
       (use \<open>open T\<close> in 
lp15@67979
  1894
         \<open>fastforce simp: dist_norm dist_vec_def L2_set_def image_iff vector_one open_vec_def\<close>)
lp15@67979
  1895
qed
lp15@67979
  1896
lp15@67979
  1897
lemma has_derivative_vector_1:
lp15@67979
  1898
  assumes der_g: "(g has_derivative (\<lambda>x. x * g' a)) (at a within S)"
lp15@67979
  1899
  shows "((\<lambda>x. vec (g (x $ 1))) has_derivative ( *\<^sub>R) (g' a))
lp15@67979
  1900
         (at ((vec a)::real^1) within vec ` S)"
lp15@67979
  1901
    using der_g
lp15@67979
  1902
    apply (auto simp: Deriv.has_derivative_within bounded_linear_scaleR_right norm_vector_1)
lp15@67979
  1903
    apply (drule tendsto_at_within_vector_1, vector)
lp15@67979
  1904
    apply (auto simp: algebra_simps eventually_at tendsto_def)
lp15@67979
  1905
    done
lp15@67979
  1906
lp15@67979
  1907
nipkow@67968
  1908
subsection\<open>Explicit vector construction from lists\<close>
hoelzl@37489
  1909
hoelzl@43995
  1910
definition "vector l = (\<chi> i. foldr (\<lambda>x f n. fun_upd (f (n+1)) n x) l (\<lambda>n x. 0) 1 i)"
hoelzl@37489
  1911
hoelzl@37489
  1912
lemma vector_1: "(vector[x]) $1 = x"
hoelzl@37489
  1913
  unfolding vector_def by simp
hoelzl@37489
  1914
hoelzl@37489
  1915
lemma vector_2:
hoelzl@37489
  1916
 "(vector[x,y]) $1 = x"
hoelzl@37489
  1917
 "(vector[x,y] :: 'a^2)$2 = (y::'a::zero)"
hoelzl@37489
  1918
  unfolding vector_def by simp_all
hoelzl@37489
  1919
hoelzl@37489
  1920
lemma vector_3:
hoelzl@37489
  1921
 "(vector [x,y,z] ::('a::zero)^3)$1 = x"
hoelzl@37489
  1922
 "(vector [x,y,z] ::('a::zero)^3)$2 = y"
hoelzl@37489
  1923
 "(vector [x,y,z] ::('a::zero)^3)$3 = z"
hoelzl@37489
  1924
  unfolding vector_def by simp_all
hoelzl@37489
  1925
hoelzl@37489
  1926
lemma forall_vector_1: "(\<forall>v::'a::zero^1. P v) \<longleftrightarrow> (\<forall>x. P(vector[x]))"
lp15@67719
  1927
  by (metis vector_1 vector_one)
hoelzl@37489
  1928
hoelzl@37489
  1929
lemma forall_vector_2: "(\<forall>v::'a::zero^2. P v) \<longleftrightarrow> (\<forall>x y. P(vector[x, y]))"
hoelzl@37489
  1930
  apply auto
hoelzl@37489
  1931
  apply (erule_tac x="v$1" in allE)
hoelzl@37489
  1932
  apply (erule_tac x="v$2" in allE)
hoelzl@37489
  1933
  apply (subgoal_tac "vector [v$1, v$2] = v")
hoelzl@37489
  1934
  apply simp
hoelzl@37489
  1935
  apply (vector vector_def)
hoelzl@37489
  1936
  apply (simp add: forall_2)
hoelzl@37489
  1937
  done
hoelzl@37489
  1938
hoelzl@37489
  1939
lemma forall_vector_3: "(\<forall>v::'a::zero^3. P v) \<longleftrightarrow> (\<forall>x y z. P(vector[x, y, z]))"
hoelzl@37489
  1940
  apply auto
hoelzl@37489
  1941
  apply (erule_tac x="v$1" in allE)
hoelzl@37489
  1942
  apply (erule_tac x="v$2" in allE)
hoelzl@37489
  1943
  apply (erule_tac x="v$3" in allE)
hoelzl@37489
  1944
  apply (subgoal_tac "vector [v$1, v$2, v$3] = v")
hoelzl@37489
  1945
  apply simp
hoelzl@37489
  1946
  apply (vector vector_def)
hoelzl@37489
  1947
  apply (simp add: forall_3)
hoelzl@37489
  1948
  done
hoelzl@37489
  1949
hoelzl@37489
  1950
lemma bounded_linear_component_cart[intro]: "bounded_linear (\<lambda>x::real^'n. x $ k)"
wenzelm@49644
  1951
  apply (rule bounded_linearI[where K=1])
hoelzl@37489
  1952
  using component_le_norm_cart[of _ k] unfolding real_norm_def by auto
hoelzl@37489
  1953
hoelzl@37489
  1954
lemma interval_split_cart:
hoelzl@37489
  1955
  "{a..b::real^'n} \<inter> {x. x$k \<le> c} = {a .. (\<chi> i. if i = k then min (b$k) c else b$i)}"
immler@56188
  1956
  "cbox a b \<inter> {x. x$k \<ge> c} = {(\<chi> i. if i = k then max (a$k) c else a$i) .. b}"
wenzelm@49644
  1957
  apply (rule_tac[!] set_eqI)
lp15@67673
  1958
  unfolding Int_iff mem_box_cart mem_Collect_eq interval_cbox_cart
wenzelm@49644
  1959
  unfolding vec_lambda_beta
wenzelm@49644
  1960
  by auto
hoelzl@37489
  1961
immler@67685
  1962
lemmas cartesian_euclidean_space_uniform_limit_intros[uniform_limit_intros] =
immler@67685
  1963
  bounded_linear.uniform_limit[OF blinfun.bounded_linear_right]
immler@67685
  1964
  bounded_linear.uniform_limit[OF bounded_linear_vec_nth]
immler@67685
  1965
  bounded_linear.uniform_limit[OF bounded_linear_component_cart]
immler@67685
  1966
hoelzl@37489
  1967
end