section ‹Indicator Function›
theory Indicator_Function
imports Complex_Main
begin
definition "indicator S x = (if x ∈ S then 1 else 0)"
lemma indicator_simps[simp]:
"x ∈ S ⟹ indicator S x = 1"
"x ∉ S ⟹ indicator S x = 0"
unfolding indicator_def by auto
lemma indicator_pos_le[intro, simp]: "(0::'a::linordered_semidom) ≤ indicator S x"
and indicator_le_1[intro, simp]: "indicator S x ≤ (1::'a::linordered_semidom)"
unfolding indicator_def by auto
lemma indicator_abs_le_1: "¦indicator S x¦ ≤ (1::'a::linordered_idom)"
unfolding indicator_def by auto
lemma indicator_eq_0_iff: "indicator A x = (0::_::zero_neq_one) ⟷ x ∉ A"
by (auto simp: indicator_def)
lemma indicator_eq_1_iff: "indicator A x = (1::_::zero_neq_one) ⟷ x ∈ A"
by (auto simp: indicator_def)
lemma split_indicator: "P (indicator S x) ⟷ ((x ∈ S ⟶ P 1) ∧ (x ∉ S ⟶ P 0))"
unfolding indicator_def by auto
lemma split_indicator_asm: "P (indicator S x) ⟷ (¬ (x ∈ S ∧ ¬ P 1 ∨ x ∉ S ∧ ¬ P 0))"
unfolding indicator_def by auto
lemma indicator_inter_arith: "indicator (A ∩ B) x = indicator A x * (indicator B x::'a::semiring_1)"
unfolding indicator_def by (auto simp: min_def max_def)
lemma indicator_union_arith: "indicator (A ∪ B) x = indicator A x + indicator B x - indicator A x * (indicator B x::'a::ring_1)"
unfolding indicator_def by (auto simp: min_def max_def)
lemma indicator_inter_min: "indicator (A ∩ B) x = min (indicator A x) (indicator B x::'a::linordered_semidom)"
and indicator_union_max: "indicator (A ∪ B) x = max (indicator A x) (indicator B x::'a::linordered_semidom)"
unfolding indicator_def by (auto simp: min_def max_def)
lemma indicator_disj_union: "A ∩ B = {} ⟹ indicator (A ∪ B) x = (indicator A x + indicator B x::'a::linordered_semidom)"
by (auto split: split_indicator)
lemma indicator_compl: "indicator (- A) x = 1 - (indicator A x::'a::ring_1)"
and indicator_diff: "indicator (A - B) x = indicator A x * (1 - indicator B x::'a::ring_1)"
unfolding indicator_def by (auto simp: min_def max_def)
lemma indicator_times: "indicator (A × B) x = indicator A (fst x) * (indicator B (snd x)::'a::semiring_1)"
unfolding indicator_def by (cases x) auto
lemma indicator_sum: "indicator (A <+> B) x = (case x of Inl x ⇒ indicator A x | Inr x ⇒ indicator B x)"
unfolding indicator_def by (cases x) auto
lemma indicator_image: "inj f ⟹ indicator (f ` X) (f x) = (indicator X x::_::zero_neq_one)"
by (auto simp: indicator_def inj_on_def)
lemma indicator_vimage: "indicator (f -` A) x = indicator A (f x)"
by(auto split: split_indicator)
lemma
fixes f :: "'a ⇒ 'b::semiring_1" assumes "finite A"
shows setsum_mult_indicator[simp]: "(∑x ∈ A. f x * indicator B x) = (∑x ∈ A ∩ B. f x)"
and setsum_indicator_mult[simp]: "(∑x ∈ A. indicator B x * f x) = (∑x ∈ A ∩ B. f x)"
unfolding indicator_def
using assms by (auto intro!: setsum.mono_neutral_cong_right split: if_split_asm)
lemma setsum_indicator_eq_card:
assumes "finite A"
shows "(∑x ∈ A. indicator B x) = card (A Int B)"
using setsum_mult_indicator[OF assms, of "%x. 1::nat"]
unfolding card_eq_setsum by simp
lemma setsum_indicator_scaleR[simp]:
"finite A ⟹
(∑x ∈ A. indicator (B x) (g x) *⇩R f x) = (∑x ∈ {x∈A. g x ∈ B x}. f x::'a::real_vector)"
using assms by (auto intro!: setsum.mono_neutral_cong_right split: if_split_asm simp: indicator_def)
lemma LIMSEQ_indicator_incseq:
assumes "incseq A"
shows "(λi. indicator (A i) x :: 'a :: {topological_space, one, zero}) ⇢ indicator (⋃i. A i) x"
proof cases
assume "∃i. x ∈ A i"
then obtain i where "x ∈ A i"
by auto
then have
"⋀n. (indicator (A (n + i)) x :: 'a) = 1"
"(indicator (⋃i. A i) x :: 'a) = 1"
using incseqD[OF ‹incseq A›, of i "n + i" for n] ‹x ∈ A i› by (auto simp: indicator_def)
then show ?thesis
by (rule_tac LIMSEQ_offset[of _ i]) simp
qed (auto simp: indicator_def)
lemma LIMSEQ_indicator_UN:
"(λk. indicator (⋃i<k. A i) x :: 'a :: {topological_space, one, zero}) ⇢ indicator (⋃i. A i) x"
proof -
have "(λk. indicator (⋃i<k. A i) x::'a) ⇢ indicator (⋃k. ⋃i<k. A i) x"
by (intro LIMSEQ_indicator_incseq) (auto simp: incseq_def intro: less_le_trans)
also have "(⋃k. ⋃i<k. A i) = (⋃i. A i)"
by auto
finally show ?thesis .
qed
lemma LIMSEQ_indicator_decseq:
assumes "decseq A"
shows "(λi. indicator (A i) x :: 'a :: {topological_space, one, zero}) ⇢ indicator (⋂i. A i) x"
proof cases
assume "∃i. x ∉ A i"
then obtain i where "x ∉ A i"
by auto
then have
"⋀n. (indicator (A (n + i)) x :: 'a) = 0"
"(indicator (⋂i. A i) x :: 'a) = 0"
using decseqD[OF ‹decseq A›, of i "n + i" for n] ‹x ∉ A i› by (auto simp: indicator_def)
then show ?thesis
by (rule_tac LIMSEQ_offset[of _ i]) simp
qed (auto simp: indicator_def)
lemma LIMSEQ_indicator_INT:
"(λk. indicator (⋂i<k. A i) x :: 'a :: {topological_space, one, zero}) ⇢ indicator (⋂i. A i) x"
proof -
have "(λk. indicator (⋂i<k. A i) x::'a) ⇢ indicator (⋂k. ⋂i<k. A i) x"
by (intro LIMSEQ_indicator_decseq) (auto simp: decseq_def intro: less_le_trans)
also have "(⋂k. ⋂i<k. A i) = (⋂i. A i)"
by auto
finally show ?thesis .
qed
lemma indicator_add:
"A ∩ B = {} ⟹ (indicator A x::_::monoid_add) + indicator B x = indicator (A ∪ B) x"
unfolding indicator_def by auto
lemma of_real_indicator: "of_real (indicator A x) = indicator A x"
by (simp split: split_indicator)
lemma real_of_nat_indicator: "real (indicator A x :: nat) = indicator A x"
by (simp split: split_indicator)
lemma abs_indicator: "¦indicator A x :: 'a::linordered_idom¦ = indicator A x"
by (simp split: split_indicator)
lemma mult_indicator_subset:
"A ⊆ B ⟹ indicator A x * indicator B x = (indicator A x :: 'a::{comm_semiring_1})"
by (auto split: split_indicator simp: fun_eq_iff)
lemma indicator_sums:
assumes "⋀i j. i ≠ j ⟹ A i ∩ A j = {}"
shows "(λi. indicator (A i) x::real) sums indicator (⋃i. A i) x"
proof cases
assume "∃i. x ∈ A i"
then obtain i where i: "x ∈ A i" ..
with assms have "(λi. indicator (A i) x::real) sums (∑i∈{i}. indicator (A i) x)"
by (intro sums_finite) (auto split: split_indicator)
also have "(∑i∈{i}. indicator (A i) x) = indicator (⋃i. A i) x"
using i by (auto split: split_indicator)
finally show ?thesis .
qed simp
end