From: Andrea Asperti <andrea.asperti@unibo.it>
Date: Wed, 17 Sep 2014 12:43:41 +0000 (+0000)
Subject: big_O.ma
X-Git-Tag: make_still_working~834
X-Git-Url: http://matita.cs.unibo.it/gitweb/?a=commitdiff_plain;h=7c81b54b43d74009cc76b151c210956feb90b991;p=helm.git

big_O.ma
---

diff --git a/matita/matita/lib/reverse_complexity/big_O.ma b/matita/matita/lib/reverse_complexity/big_O.ma
new file mode 100644
index 000000000..833572ea2
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+++ b/matita/matita/lib/reverse_complexity/big_O.ma
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+
+include "arithmetics/nat.ma".
+include "basics/sets.ma".
+
+(******************************** big O notation ******************************)
+
+(*  O f g means g ∈ O(f) *)
+definition O: relation (nat→nat) ≝
+  λf,g. ∃c.∃n0.∀n. n0 ≤ n → g n ≤ c* (f n).
+  
+lemma O_refl: ∀s. O s s.
+#s %{1} %{0} #n #_ >commutative_times <times_n_1 @le_n qed.
+
+lemma O_trans: ∀s1,s2,s3. O s2 s1 → O s3 s2 → O s3 s1. 
+#s1 #s2 #s3 * #c1 * #n1 #H1 * #c2 * # n2 #H2 %{(c1*c2)}
+%{(max n1 n2)} #n #Hmax 
+@(transitive_le … (H1 ??)) [@(le_maxl … Hmax)]
+>associative_times @le_times [//|@H2 @(le_maxr … Hmax)]
+qed.
+
+lemma sub_O_to_O: ∀s1,s2. O s1 ⊆ O s2 → O s2 s1.
+#s1 #s2 #H @H // qed.
+
+lemma O_to_sub_O: ∀s1,s2. O s2 s1 → O s1 ⊆ O s2.
+#s1 #s2 #H #g #Hg @(O_trans … H) // qed. 
+
+lemma le_to_O: ∀s1,s2. (∀x.s1 x ≤ s2 x) → O s2 s1.
+#s1 #s2 #Hle %{1} %{0} #n #_ normalize <plus_n_O @Hle
+qed.
+
+definition sum_f ≝ λf,g:nat→nat.λn.f n + g n.
+interpretation "function sum" 'plus f g = (sum_f f g).
+
+lemma O_plus: ∀f,g,s. O s f → O s g → O s (f+g).
+#f #g #s * #cf * #nf #Hf * #cg * #ng #Hg
+%{(cf+cg)} %{(max nf ng)} #n #Hmax normalize 
+>distributive_times_plus_r @le_plus 
+  [@Hf @(le_maxl … Hmax) |@Hg @(le_maxr … Hmax) ]
+qed.
+ 
+lemma O_plus_l: ∀f,s1,s2. O s1 f → O (s1+s2) f.
+#f #s1 #s2 * #c * #a #Os1f %{c} %{a} #n #lean 
+@(transitive_le … (Os1f n lean)) @le_times //
+qed.
+
+lemma O_plus_r: ∀f,s1,s2. O s2 f → O (s1+s2) f.
+#f #s1 #s2 * #c * #a #Os1f %{c} %{a} #n #lean 
+@(transitive_le … (Os1f n lean)) @le_times //
+qed.
+
+lemma O_absorbl: ∀f,g,s. O s f → O f g → O s (g+f).
+#f #g #s #Osf #Ofg @(O_plus … Osf) @(O_trans … Osf) //
+qed.
+
+lemma O_absorbr: ∀f,g,s. O s f → O f g → O s (f+g).
+#f #g #s #Osf #Ofg @(O_plus … Osf) @(O_trans … Osf) //
+qed.
+
+lemma O_times_c: ∀f,c. O f (λx:ℕ.c*f x).
+#f #c %{c} %{0} //
+qed.
+
+lemma O_ext2: ∀f,g,s. O s f → (∀x.f x = g x) → O s g.
+#f #g #s * #c * #a #Osf #eqfg %{c} %{a} #n #lean <eqfg @Osf //
+qed.    
+
+
+definition not_O ≝ λf,g.∀c,n0.∃n. n0 ≤ n ∧ c* (f n) < g n .
+
+(* this is the only classical result *)
+axiom not_O_def: ∀f,g. ¬ O f g → not_O f g.
+
+(******************************* small O notation *****************************)
+
+(*  o f g means g ∈ o(f) *)
+definition o: relation (nat→nat) ≝
+  λf,g.∀c.∃n0.∀n. n0 ≤ n → c * (g n) < f n.
+  
+lemma o_irrefl: ∀s. ¬ o s s.
+#s % #oss cases (oss 1) #n0 #H @(absurd ? (le_n (s n0))) 
+@lt_to_not_le >(times_n_1 (s n0)) in ⊢ (?%?); >commutative_times @H //
+qed.
+
+lemma o_trans: ∀s1,s2,s3. o s2 s1 → o s3 s2 → o s3 s1. 
+#s1 #s2 #s3 #H1 #H2 #c cases (H1 c) #n1 -H1 #H1 cases (H2 1) #n2 -H2 #H2
+%{(max n1 n2)} #n #Hmax 
+@(transitive_lt … (H1 ??)) [@(le_maxl … Hmax)]
+>(times_n_1 (s2 n)) in ⊢ (?%?); >commutative_times @H2 @(le_maxr … Hmax)
+qed.