(* mathcomp analysis (c) 2017 Inria and AIST. License: CeCILL-C. *) From mathcomp Require Import all_ssreflect ssralg ssrnum ssrint interval. From mathcomp Require Import finmap fingroup perm rat. Require Import boolp reals ereal classical_sets signed topology numfun. Require Import mathcomp_extra functions normedtype. From HB Require Import structures. Require Import sequences esum measure fsbigop cardinality set_interval. Require Import realfun. (******************************************************************************) (* Lebesgue Measure *) (* *) (* This file contains a formalization of the Lebesgue measure using the *) (* Caratheodory's theorem available in measure.v and further develops the *) (* theory of measurable functions. *) (* *) (* Main reference: *) (* - Daniel Li, Intégration et applications, 2016 *) (* - Achim Klenke, Probability Theory 2nd edition, 2014 *) (* *) (* hlength A == length of the hull of the set of real numbers A *) (* ocitv == set of open-closed intervals ]x, y] where *) (* x and y are real numbers *) (* lebesgue_measure == the Lebesgue measure *) (* *) (* ps_infty == inductive definition of the powerset *) (* {0, {-oo}, {+oo}, {-oo,+oo}} *) (* emeasurable G == sigma-algebra over \bar R built out of the *) (* measurables G of a sigma-algebra over R *) (* elebesgue_measure == the Lebesgue measure extended to \bar R *) (* *) (* The modules RGenOInfty, RGenInftyO, RGenCInfty, RGenOpens provide proofs *) (* of equivalence between the sigma-algebra generated by list of intervals *) (* and the sigma-algebras generated by open rays, closed rays, and open *) (* intervals. *) (* *) (* The modules ErealGenOInfty and ErealGenCInfty provide proofs of *) (* equivalence between emeasurable and the sigma-algebras generated open *) (* rays and closed rays. *) (* *) (******************************************************************************) Set Implicit Arguments. Unset Strict Implicit. Unset Printing Implicit Defensive. Import Order.TTheory GRing.Theory Num.Def Num.Theory. Import numFieldTopology.Exports. Local Open Scope classical_set_scope. Local Open Scope ring_scope. Reserved Notation "R .-ocitv" (at level 1, format "R .-ocitv"). Reserved Notation "R .-ocitv.-measurable" (at level 2, format "R .-ocitv.-measurable"). Section hlength. Local Open Scope ereal_scope. Variable R : realType. Implicit Types i j : interval R. Definition hlength (A : set R) : \bar R := let i := Rhull A in i.2 - i.1. Lemma hlength0 : hlength (set0 : set R) = 0. Proof. by rewrite /hlength Rhull0 /= subee. Qed. Lemma hlength_singleton (r : R) : hlength `[r, r] = 0. Proof. rewrite /hlength /= asboolT// sup_itvcc//= asboolT//. by rewrite asboolT inf_itvcc//= ?subee// inE. Qed. Lemma hlength_setT : hlength setT = +oo%E :> \bar R. Proof. by rewrite /hlength RhullT. Qed. Lemma hlength_itv i : hlength [set` i] = if i.2 > i.1 then i.2 - i.1 else 0. Proof. case: ltP => [/lt_ereal_bnd/neitvP i12|]; first by rewrite /hlength set_itvK. rewrite le_eqVlt => /orP[|/lt_ereal_bnd i12]; last first. rewrite (_ : [set` i] = set0) ?hlength0//. by apply/eqP/negPn; rewrite -/(neitv _) neitvE -leNgt (ltW i12). case: i => -[ba a|[|]] [bb b|[|]] //=. - rewrite /= => /eqP[->{b}]; move: ba bb => -[] []; try by rewrite set_itvE hlength0. by rewrite hlength_singleton. - by move=> _; rewrite set_itvE hlength0. - by move=> _; rewrite set_itvE hlength0. Qed. Lemma hlength_finite_fin_num i : neitv i -> hlength [set` i] < +oo -> ((i.1 : \bar R) \is a fin_num) /\ ((i.2 : \bar R) \is a fin_num). Proof. move: i => [[ba a|[]] [bb b|[]]] /neitvP //=; do ?by rewrite ?set_itvE ?eqxx. by move=> _; rewrite hlength_itv /= ltey. by move=> _; rewrite hlength_itv /= ltNye. by move=> _; rewrite hlength_itv. Qed. Lemma finite_hlengthE i : neitv i -> hlength [set` i] < +oo -> hlength [set` i] = (fine i.2)%:E - (fine i.1)%:E. Proof. move=> i0 ioo; have [ri1 ri2] := hlength_finite_fin_num i0 ioo. rewrite !fineK// hlength_itv; case: ifPn => //. rewrite -leNgt le_eqVlt => /predU1P[->|]; first by rewrite subee. by move/lt_ereal_bnd/ltW; rewrite leNgt; move: i0 => /neitvP => ->. Qed. Lemma hlength_infty_bnd b r : hlength [set` Interval -oo%O (BSide b r)] = +oo :> \bar R. Proof. by rewrite hlength_itv /= ltNye. Qed. Lemma hlength_bnd_infty b r : hlength [set` Interval (BSide b r) +oo%O] = +oo :> \bar R. Proof. by rewrite hlength_itv /= ltey. Qed. Lemma pinfty_hlength i : hlength [set` i] = +oo -> (exists s r, i = Interval -oo%O (BSide s r) \/ i = Interval (BSide s r) +oo%O) \/ i = `]-oo, +oo[. Proof. rewrite hlength_itv; case: i => -[ba a|[]] [bb b|[]] //= => [|_|_|]. - by case: ifPn. - by left; exists ba, a; right. - by left; exists bb, b; left. - by right. Qed. Lemma hlength_ge0 i : 0 <= hlength [set` i]. Proof. rewrite hlength_itv; case: ifPn => //; case: (i.1 : \bar _) => [r| |]. - by rewrite suber_ge0//; exact: ltW. - by rewrite ltNge leey. - by case: (i.2 : \bar _) => //= [r _]; rewrite leey. Qed. Local Hint Extern 0 (0%:E <= hlength _) => solve[apply: hlength_ge0] : core. Lemma hlength_Rhull (A : set R) : hlength [set` Rhull A] = hlength A. Proof. by rewrite /hlength Rhull_involutive. Qed. Lemma le_hlength_itv i j : {subset i <= j} -> hlength [set` i] <= hlength [set` j]. Proof. set I := [set` i]; set J := [set` j]. have [->|/set0P I0] := eqVneq I set0; first by rewrite hlength0 hlength_ge0. have [J0|/set0P J0] := eqVneq J set0. by move/subset_itvP; rewrite -/J J0 subset0 -/I => ->. move=> /subset_itvP ij; apply: lee_sub => /=. have [ui|ui] := asboolP (has_ubound I). have [uj /=|uj] := asboolP (has_ubound J); last by rewrite leey. by rewrite lee_fin le_sup // => r Ir; exists r; split => //; apply: ij. have [uj /=|//] := asboolP (has_ubound J). by move: ui; have := subset_has_ubound ij uj. have [lj /=|lj] := asboolP (has_lbound J); last by rewrite leNye. have [li /=|li] := asboolP (has_lbound I); last first. by move: li; have := subset_has_lbound ij lj. rewrite lee_fin ler_oppl opprK le_sup// ?has_inf_supN//; last exact/nonemptyN. move=> r [r' Ir' <-{r}]; exists (- r')%R. by split => //; exists r' => //; apply: ij. Qed. Lemma le_hlength : {homo hlength : A B / (A `<=` B) >-> A <= B}. Proof. move=> a b /le_Rhull /le_hlength_itv. by rewrite (hlength_Rhull a) (hlength_Rhull b). Qed. End hlength. Arguments hlength {R}. #[global] Hint Extern 0 (0%:E <= hlength _) => solve[apply: hlength_ge0] : core. Section itv_semiRingOfSets. Variable R : realType. Implicit Types (I J K : set R). Definition ocitv_type : Type := R. Definition ocitv := [set `]x.1, x.2]%classic | x in [set: R * R]]. Lemma is_ocitv a b : ocitv `]a, b]%classic. Proof. by exists (a, b); split => //=; rewrite in_itv/= andbT. Qed. Hint Extern 0 (ocitv _) => solve [apply: is_ocitv] : core. Lemma ocitv0 : ocitv set0. Proof. by exists (1, 0); rewrite //= set_itv_ge ?bnd_simp//= ltr10. Qed. Hint Resolve ocitv0 : core. Lemma ocitvP X : ocitv X <-> X = set0 \/ exists2 x, x.1 < x.2 & X = `]x.1, x.2]%classic. Proof. split=> [[x _ <-]|[->//|[x xlt ->]]]//. case: (boolP (x.1 < x.2)) => x12; first by right; exists x. by left; rewrite set_itv_ge. Qed. Lemma ocitvD : semi_setD_closed ocitv. Proof. move=> _ _ [a _ <-] /ocitvP[|[b ltb]] ->. rewrite setD0; exists [set `]a.1, a.2]%classic]. by split=> [//|? ->//||? ? -> ->//]; rewrite bigcup_set1. rewrite setDE setCitv/= setIUr -!set_itvI. rewrite /Order.meet/= /Order.meet/= /Order.join/= ?(andbF, orbF)/= ?(meetEtotal, joinEtotal). rewrite -negb_or le_total/=; set c := minr _ _; set d := maxr _ _. have inside : a.1 < c -> d < a.2 -> `]a.1, c] `&` `]d, a.2] = set0. rewrite -subset0 lt_minr lt_maxl => /andP[a12 ab1] /andP[_ ba2] x /= []. have b1a2 : b.1 <= a.2 by rewrite ltW// (lt_trans ltb). have a1b2 : a.1 <= b.2 by rewrite ltW// (lt_trans _ ltb). rewrite /c /d (min_idPr _)// (max_idPr _)// !in_itv /=. move=> /andP[a1x xb1] /andP[b2x xa2]. by have := lt_le_trans b2x xb1; case: ltgtP ltb. exists ((if a.1 < c then [set `]a.1, c]%classic] else set0) `|` (if d < a.2 then [set `]d, a.2]%classic] else set0)); split. - by rewrite finite_setU; do! case: ifP. - by move=> ? []; case: ifP => ? // ->//=. - by rewrite bigcup_setU; congr (_ `|` _); case: ifPn => ?; rewrite ?bigcup_set1 ?bigcup_set0// set_itv_ge. - move=> I J/=; case: ifP => //= ac; case: ifP => //= da [] // -> []// ->. by rewrite inside// => -[]. by rewrite setIC inside// => -[]. Qed. Lemma ocitvI : setI_closed ocitv. Proof. move=> _ _ [a _ <-] [b _ <-]; rewrite -set_itvI/=. rewrite /Order.meet/= /Order.meet /Order.join/= ?(andbF, orbF)/= ?(meetEtotal, joinEtotal). by rewrite -negb_or le_total/=. Qed. Definition ocitv_display : Type -> measure_display. Proof. exact. Qed. HB.instance Definition _ := @isSemiRingOfSets.Build (ocitv_display R) ocitv_type (Pointed.class R) ocitv ocitv0 ocitvI ocitvD. Notation "R .-ocitv" := (ocitv_display R) : measure_display_scope. Notation "R .-ocitv.-measurable" := (measurable : set (set (ocitv_type))) : classical_set_scope. Lemma hlength_ge0' (I : set ocitv_type) : (0 <= hlength I)%E. Proof. by rewrite -hlength0 le_hlength. Qed. (* Unused *) (* Lemma hlength_semi_additive2 : semi_additive2 hlength. *) (* Proof. *) (* move=> I J /ocitvP[|[a a12]] ->; first by rewrite set0U hlength0 add0e. *) (* move=> /ocitvP[|[b b12]] ->; first by rewrite setU0 hlength0 adde0. *) (* rewrite -subset0 => + ab0 => /ocitvP[|[x x12] abx]. *) (* by rewrite setU_eq0 => -[-> ->]; rewrite setU0 hlength0 adde0. *) (* rewrite abx !hlength_itv//= ?lte_fin a12 b12 x12/= -!EFinB -EFinD. *) (* wlog ab1 : a a12 b b12 ab0 abx / a.1 <= b.1 => [hwlog|]. *) (* have /orP[ab1|ba1] := le_total a.1 b.1; first by apply: hwlog. *) (* by rewrite [in RHS]addrC; apply: hwlog => //; rewrite (setIC, setUC). *) (* have := ab0; rewrite subset0 -set_itv_meet/=. *) (* rewrite /Order.join /Order.meet/= ?(andbF, orbF)/= ?(meetEtotal, joinEtotal). *) (* rewrite -negb_or le_total/=; set c := minr _ _; set d := maxr _ _. *) (* move=> /eqP/neitvP/=; rewrite bnd_simp/= /d/c (max_idPr _)// => /negP. *) (* rewrite -leNgt le_minl orbC lt_geF//= => {c} {d} a2b1. *) (* have ab i j : i \in `]a.1, a.2] -> j \in `]b.1, b.2] -> i <= j. *) (* by move=> ia jb; rewrite (le_le_trans _ _ a2b1) ?(itvP ia) ?(itvP jb). *) (* have /(congr1 sup) := abx; rewrite sup_setU// ?sup_itv_bounded// => bx. *) (* have /(congr1 inf) := abx; rewrite inf_setU// ?inf_itv_bounded// => ax. *) (* rewrite -{}ax -{x}bx in abx x12 *. *) (* case: ltgtP a2b1 => // a2b1 _; last first. *) (* by rewrite a2b1 [in RHS]addrC subrKA. *) (* exfalso; pose c := (a.2 + b.1) / 2%:R. *) (* have /predeqP/(_ c)[_ /(_ _)/Box[]] := abx. *) (* apply: subset_itv_oo_oc; have := mid_in_itvoo a2b1. *) (* by apply/subitvP; rewrite subitvE ?bnd_simp/= ?ltW. *) (* apply/not_orP; rewrite /= !in_itv/=. *) (* by rewrite lt_geF ?midf_lt//= andbF le_gtF ?midf_le//= ltW. *) (* Qed. *) Lemma hlength_semi_additive : semi_additive (hlength : set ocitv_type -> _). Proof. move=> /= I n /(_ _)/cid2-/all_sig[b]/all_and2[_]/(_ _)/esym-/funext {I}->. move=> Itriv [[/= a1 a2] _] /esym /[dup] + ->. rewrite hlength_itv ?lte_fin/= -EFinB. case: ifPn => a12; last first. pose I i := `](b i).1, (b i).2]%classic. rewrite set_itv_ge//= -(bigcup_mkord _ I) /I => /bigcup0P I0. by under eq_bigr => i _ do rewrite I0//= hlength0; rewrite big1. set A := `]a1, a2]%classic. rewrite -bigcup_pred; set P := xpredT; rewrite (eq_bigl P)//. move: P => P; have [p] := ubnP #|P|; elim: p => // p IHp in P a2 a12 A *. rewrite ltnS => cP /esym AE. have : A a2 by rewrite /A /= in_itv/= lexx andbT. rewrite AE/= => -[i /= Pi] a2bi. case: (boolP ((b i).1 < (b i).2)) => bi; last by rewrite itv_ge in a2bi. have {}a2bi : a2 = (b i).2. apply/eqP; rewrite eq_le (itvP a2bi)/=. suff: A (b i).2 by move=> /itvP->. by rewrite AE; exists i=> //=; rewrite in_itv/= lexx andbT. rewrite {a2}a2bi in a12 A AE *. rewrite (bigD1 i)//= hlength_itv ?lte_fin/= bi !EFinD -addeA. congr (_ + _)%E; apply/eqP; rewrite addeC -sube_eq// 1?adde_defC//. rewrite ?EFinN oppeK addeC; apply/eqP. case: (eqVneq a1 (b i).1) => a1bi. rewrite {a1}a1bi in a12 A AE {IHp} *; rewrite subee ?big1// => j. move=> /andP[Pj Nji]; rewrite hlength_itv ?lte_fin/=; case: ifPn => bj//. exfalso; have /trivIsetP/(_ j i I I Nji) := Itriv. pose m := ((b j).1 + (b j).2) / 2%:R. have mbj : `](b j).1, (b j).2]%classic m. by rewrite /= !in_itv/= ?(midf_lt, midf_le)//= ltW. rewrite -subset0 => /(_ m); apply; split=> //. by suff: A m by []; rewrite AE; exists j => //. have a1b2 j : P j -> (b j).1 < (b j).2 -> a1 <= (b j).2. move=> Pj bj; suff /itvP-> : A (b j).2 by []. by rewrite AE; exists j => //=; rewrite ?in_itv/= bj//=. have a1b j : P j -> (b j).1 < (b j).2 -> a1 <= (b j).1. move=> Pj bj; case: ltP=> // bj1a. suff : A a1 by rewrite /A/= in_itv/= ltxx. by rewrite AE; exists j; rewrite //= in_itv/= bj1a//= a1b2. have bbi2 j : P j -> (b j).1 < (b j).2 -> (b j).2 <= (b i).2. move=> Pj bj; suff /itvP-> : A (b j).2 by []. by rewrite AE; exists j => //=; rewrite ?in_itv/= bj//=. apply/IHp. - by rewrite lt_neqAle a1bi/= a1b. - rewrite (leq_trans _ cP)// -(cardID (pred1 i) P). rewrite [X in (_ < X + _)%N](@eq_card _ _ (pred1 i)); last first. by move=> j; rewrite !inE andbC; case: eqVneq => // ->. rewrite ?card1 ?ltnS// subset_leq_card//. by apply/fintype.subsetP => j; rewrite -topredE/= !inE andbC. apply/seteqP; split=> /= [x [j/= /andP[Pj Nji]]|x/= xabi]. case: (boolP ((b j).1 < (b j).2)) => bj; last by rewrite itv_ge. apply: subitvP; rewrite subitvE ?bnd_simp a1b//= leNgt. have /trivIsetP/(_ j i I I Nji) := Itriv. rewrite -subset0 => /(_ (b j).2); apply: contra_notN => /= bi1j2. by rewrite !in_itv/= bj !lexx bi1j2 bbi2. have: A x. rewrite /A/= in_itv/= (itvP xabi)/= ltW//. by rewrite (le_lt_trans _ bi) ?(itvP xabi). rewrite AE => -[j /= Pj xbj]. exists j => //=. apply/andP; split=> //; apply: contraTneq xbj => ->. by rewrite in_itv/= le_gtF// (itvP xabi). Qed. HB.instance Definition _ := isAdditiveMeasure.Build _ R _ (hlength : set ocitv_type -> _) (@hlength_ge0') hlength_semi_additive. Hint Extern 0 ((_ .-ocitv).-measurable _) => solve [apply: is_ocitv] : core. Lemma hlength_sigma_sub_additive : sigma_sub_additive (hlength : set ocitv_type -> _). Proof. move=> I A /(_ _)/cid2-/all_sig[b]/all_and2[_]/(_ _)/esym AE. move=> [a _ <-]; rewrite hlength_itv ?lte_fin/= -EFinB => lebig. case: ifPn => a12; last by rewrite nneseries_esum// esum_ge0. apply: lee_adde => e. rewrite [e%:num]splitr [in leRHS]EFinD addeA -lee_subl_addr//. apply: le_trans (epsilon_trick _ _ _) => //=. have eVn_gt0 n : 0 < e%:num / 2 / (2 ^ n.+1)%:R. by rewrite divr_gt0// ltr0n// expn_gt0. have eVn_ge0 n := ltW (eVn_gt0 n). pose Aoo i : set ocitv_type := `](b i).1, (b i).2 + e%:num / 2 / (2 ^ i.+1)%:R[%classic. pose Aoc i : set ocitv_type := `](b i).1, (b i).2 + e%:num / 2 / (2 ^ i.+1)%:R]%classic. have: `[a.1 + e%:num / 2, a.2] `<=` \bigcup_i Aoo i. apply: (@subset_trans _ `]a.1, a.2]). move=> x; rewrite /= !in_itv /= => /andP[+ -> //]. by move=> /lt_le_trans-> //; rewrite ltr_addl. apply: (subset_trans lebig); apply: subset_bigcup => i _; rewrite AE /Aoo/=. move=> x /=; rewrite !in_itv /= => /andP[-> /le_lt_trans->]//=. by rewrite ltr_addl. have := @segment_compact _ (a.1 + e%:num / 2) a.2; rewrite compact_cover. move=> /[apply]-[i _|X _ Xc]; first exact: interval_open. have: `](a.1 + e%:num / 2), a.2] `<=` \bigcup_(i in [set` X]) Aoc i. move=> x /subset_itv_oc_cc /Xc [i /= Xi] Aooix. by exists i => //; apply: subset_itv_oo_oc Aooix. have /[apply] := @content_sub_fsum _ _ _ [the additive_measure _ _ of hlength : set ocitv_type -> _] _ [set` X]. move=> /(_ _ _ _)/Box[]//=; apply: le_le_trans. rewrite hlength_itv ?lte_fin -?EFinD/= -addrA -opprD. by case: ltP => //; rewrite lee_fin subr_le0. rewrite nneseries_esum//; last by move=> *; rewrite adde_ge0//= ?lee_fin. rewrite esum_ge//; exists X => //; rewrite fsbig_finite// ?set_fsetK//=. rewrite lee_sum // => i _; rewrite ?AE// !hlength_itv/= ?lte_fin -?EFinD/=. do !case: ifPn => //= ?; do ?by rewrite ?adde_ge0 ?lee_fin// ?subr_ge0// ?ltW. by rewrite addrAC. by rewrite addrAC lee_fin ler_add// subr_le0 leNgt. Qed. Lemma hlength_sigma_finite : sigma_finite [set: ocitv_type] hlength. Proof. exists (fun k : nat => `] (- k%:R)%R, k%:R]%classic). apply/esym; rewrite -subTset => /= x _ /=. exists `|(floor `|x|%R + 1)%R|%N; rewrite //= in_itv/=. rewrite !natr_absz intr_norm intrD -RfloorE. suff: `|x| < `|Rfloor `|x| + 1| by rewrite ltr_norml => /andP[-> /ltW->]. rewrite [ltRHS]ger0_norm//. by rewrite (le_lt_trans _ (lt_succ_Rfloor _))// ?ler_norm. by rewrite addr_ge0// -Rfloor0 le_Rfloor. by move=> k; split => //; rewrite hlength_itv/= -EFinB; case: ifP; rewrite ltey. Qed. Let gitvs := [the semiRingOfSetsType _ of salgebraType ocitv]. Definition lebesgue_measure := Hahn_ext [the additive_measure _ _ of hlength : set ocitv_type -> _]. Let lebesgue_measure0 : lebesgue_measure set0 = 0%E. Proof. by []. Qed. Let lebesgue_measure_ge0 : forall x, (0 <= lebesgue_measure x)%E. Proof. exact: measure.Hahn_ext_ge0. Qed. Let lebesgue_measure_semi_sigma_additive : semi_sigma_additive lebesgue_measure. Proof. exact/measure.Hahn_ext_sigma_additive/hlength_sigma_sub_additive. Qed. HB.instance Definition _ := isMeasure.Build _ _ _ lebesgue_measure lebesgue_measure0 lebesgue_measure_ge0 lebesgue_measure_semi_sigma_additive. End itv_semiRingOfSets. Arguments lebesgue_measure {R}. Notation "R .-ocitv" := (ocitv_display R) : measure_display_scope. Notation "R .-ocitv.-measurable" := (measurable : set (set (ocitv_type R))) : classical_set_scope. Section lebesgue_measure. Variable R : realType. Let gitvs := [the measurableType _ of salgebraType (@ocitv R)]. Lemma lebesgue_measure_unique (mu : {measure set gitvs -> \bar R}) : (forall X, ocitv X -> hlength X = mu X) -> forall X, measurable X -> lebesgue_measure X = mu X. Proof. move=> muE X mX; apply: Hahn_ext_unique => //=. - exact: hlength_sigma_sub_additive. - exact: hlength_sigma_finite. Qed. End lebesgue_measure. Section ps_infty. Context {T : Type}. Local Open Scope ereal_scope. Inductive ps_infty : set \bar T -> Prop := | ps_infty0 : ps_infty set0 | ps_ninfty : ps_infty [set -oo] | ps_pinfty : ps_infty [set +oo] | ps_inftys : ps_infty [set -oo; +oo]. Lemma ps_inftyP (A : set \bar T) : ps_infty A <-> A `<=` [set -oo; +oo]. Proof. split => [[]//|Aoo]. by have [] := subset_set2 Aoo; move=> ->; constructor. Qed. Lemma setCU_Efin (A : set T) (B : set \bar T) : ps_infty B -> ~` (EFin @` A) `&` ~` B = (EFin @` ~` A) `|` ([set -oo%E; +oo%E] `&` ~` B). Proof. move=> ps_inftyB. have -> : ~` (EFin @` A) = EFin @` (~` A) `|` [set -oo; +oo]%E. by rewrite EFin_setC setDKU // => x [|] -> -[]. rewrite setIUl; congr (_ `|` _); rewrite predeqE => -[x| |]; split; try by case. by move=> [] x' Ax' [] <-{x}; split; [exists x'|case: ps_inftyB => // -[]]. Qed. End ps_infty. Section salgebra_ereal. Variables (R : realType) (G : set (set R)). Let measurableR : set (set R) := G.-sigma.-measurable. Definition emeasurable : set (set \bar R) := [set EFin @` A `|` B | A in measurableR & B in ps_infty]. Lemma emeasurable0 : emeasurable set0. Proof. exists set0; first exact: measurable0. by exists set0; rewrite ?setU0// ?image_set0//; constructor. Qed. Lemma emeasurableC (X : set \bar R) : emeasurable X -> emeasurable (~` X). Proof. move => -[A mA] [B PooB <-]; rewrite setCU setCU_Efin //. exists (~` A); [exact: measurableC | exists ([set -oo%E; +oo%E] `&` ~` B) => //]. case: PooB. - by rewrite setC0 setIT; constructor. - rewrite setIUl setICr set0U -setDE. have [_ ->] := @setDidPl (\bar R) [set +oo%E] [set -oo%E]; first by constructor. by rewrite predeqE => x; split => // -[->]. - rewrite setIUl setICr setU0 -setDE. have [_ ->] := @setDidPl (\bar R) [set -oo%E] [set +oo%E]; first by constructor. by rewrite predeqE => x; split => // -[->]. - by rewrite setICr; constructor. Qed. Lemma bigcupT_emeasurable (F : (set \bar R)^nat) : (forall i, emeasurable (F i)) -> emeasurable (\bigcup_i (F i)). Proof. move=> mF; pose P := fun i j => measurableR j.1 /\ ps_infty j.2 /\ F i = [set x%:E | x in j.1] `|` j.2. have [f fi] : {f : nat -> (set R) * (set \bar R) & forall i, P i (f i) }. by apply: choice => i; have [x mx [y PSoo'y] xy] := mF i; exists (x, y). exists (\bigcup_i (f i).1). by apply: bigcupT_measurable => i; exact: (fi i).1. exists (\bigcup_i (f i).2). apply/ps_inftyP => x [n _] fn2x. have /ps_inftyP : ps_infty(f n).2 by have [_ []] := fi n. exact. rewrite [RHS](@eq_bigcupr _ _ _ _ (fun i => [set x%:E | x in (f i).1] `|` (f i).2)); last first. by move=> i; have [_ []] := fi i. rewrite bigcupU; congr (_ `|` _). rewrite predeqE => i /=; split=> [[r [n _ fn1r <-{i}]]|[n _ [r fn1r <-{i}]]]; by [exists n => //; exists r | exists r => //; exists n]. Qed. Definition ereal_isMeasurable : isMeasurable default_measure_display (\bar R) := isMeasurable.Build _ _ (Pointed.class _) emeasurable0 emeasurableC bigcupT_emeasurable. End salgebra_ereal. Section puncture_ereal_itv. Variable R : realDomainType. Implicit Types (y : R) (b : bool). Local Open Scope ereal_scope. Lemma punct_eitv_bnd_pinfty b y : [set` Interval (BSide b y%:E) +oo%O] = EFin @` [set` Interval (BSide b y) +oo%O] `|` [set +oo]. Proof. rewrite predeqE => x; split; rewrite /= in_itv andbT. - move: x => [x| |] yxb; [|by right|by case: b yxb]. by left; exists x => //; rewrite in_itv /= andbT; case: b yxb. - move=> [[r]|->]. + by rewrite in_itv /= andbT => yxb <-; case: b yxb. + by case: b => /=; rewrite ?(ltey, leey). Qed. Lemma punct_eitv_ninfty_bnd b y : [set` Interval -oo%O (BSide b y%:E)] = [set -oo%E] `|` EFin @` [set x | x \in Interval -oo%O (BSide b y)]. Proof. rewrite predeqE => x; split; rewrite /= in_itv. - move: x => [x| |] yxb; [|by case: b yxb|by left]. by right; exists x => //; rewrite in_itv /= andbT; case: b yxb. - move=> [->|[r]]. + by case: b => /=; rewrite ?(ltNye, leNye). + by rewrite in_itv /= => yxb <-; case: b yxb. Qed. Lemma punct_eitv_setTR : range (@EFin R) `|` [set +oo] = [set~ -oo]. Proof. rewrite eqEsubset; split => [a [[a' _ <-]|->]|] //. by move=> [x| |] //= _; [left; exists x|right]. Qed. Lemma punct_eitv_setTL : range (@EFin R) `|` [set -oo] = [set~ +oo]. Proof. rewrite eqEsubset; split => [a [[a' _ <-]|->]|] //. by move=> [x| |] //= _; [left; exists x|right]. Qed. End puncture_ereal_itv. Lemma set1_bigcap_oc (R : realType) (r : R) : [set r] = \bigcap_i `]r - i.+1%:R^-1, r]%classic. Proof. apply/seteqP; split=> [x ->|]. by move=> i _/=; rewrite in_itv/= lexx ltr_subl_addr ltr_addl invr_gt0 ltr0n. move=> x rx; apply/esym/eqP; rewrite eq_le (itvP (rx 0%N _))// andbT. apply/ler_addgt0Pl => e e_gt0; rewrite -ler_subl_addl ltW//. have := rx `|floor e^-1%R|%N I; rewrite /= in_itv => /andP[/le_lt_trans->]//. rewrite ler_add2l ler_opp2 -lef_pinv ?invrK//; last by rewrite qualifE. rewrite -addn1 natrD natr_absz ger0_norm ?floor_ge0 ?invr_ge0 1?ltW//. by rewrite -RfloorE lt_succ_Rfloor. Qed. Lemma itv_bnd_open_bigcup (R : realType) b (r s : R) : [set` Interval (BSide b r) (BLeft s)] = \bigcup_n [set` Interval (BSide b r) (BRight (s - n.+1%:R^-1))]. Proof. apply/seteqP; split => [x/=|]; last first. move=> x [n _ /=] /[!in_itv] /andP[-> /le_lt_trans]; apply. by rewrite ltr_subl_addr ltr_addl invr_gt0 ltr0n. rewrite in_itv/= => /andP[sx xs]; exists `|ceil ((s - x)^-1)|%N => //=. rewrite in_itv/= sx/= ler_subr_addl addrC -ler_subr_addl. rewrite -[in X in _ <= X](invrK (s - x)) ler_pinv. - rewrite -addn1 natrD natr_absz ger0_norm; last first. by rewrite ceil_ge0// invr_ge0 subr_ge0 ltW. by rewrite (@le_trans _ _ (ceil (s - x)^-1)%:~R)// ?ler_addl// ceil_ge. - by rewrite inE unitfE ltr0n andbT pnatr_eq0. - by rewrite inE invr_gt0 subr_gt0 xs andbT unitfE invr_eq0 subr_eq0 gt_eqF. Qed. Lemma itv_open_bnd_bigcup (R : realType) b (r s : R) : [set` Interval (BRight s) (BSide b r)] = \bigcup_n [set` Interval (BLeft (s + n.+1%:R^-1)) (BSide b r)]. Proof. have /(congr1 (fun x => -%R @` x)) := itv_bnd_open_bigcup (~~ b) (- r) (- s). rewrite opp_itv_bnd_bnd/= !opprK negbK => ->; rewrite image_bigcup. apply eq_bigcupr => k _; apply/seteqP; split=> [_/= [y ysr] <-|x/= xsr]. by rewrite oppr_itv/= opprD. by exists (- x); rewrite ?oppr_itv//= opprK// negbK opprB opprK addrC. Qed. Lemma itv_bnd_infty_bigcup (R : realType) b (x : R) : [set` Interval (BSide b x) +oo%O] = \bigcup_i [set` Interval (BSide b x) (BRight (x + i%:R))]. Proof. apply/seteqP; split=> y; rewrite /= !in_itv/= andbT; last first. by move=> [k _ /=]; move: b => [|] /=; rewrite in_itv/= => /andP[//] /ltW. move=> xy; exists `|ceil (y - x)|%N => //=; rewrite in_itv/= xy/= -ler_subl_addl. rewrite !natr_absz/= ger0_norm ?ceil_ge0// ?subr_ge0//; last first. by case: b xy => //= /ltW. by rewrite -RceilE Rceil_ge. Qed. Lemma itv_infty_bnd_bigcup (R : realType) b (x : R) : [set` Interval -oo%O (BSide b x)] = \bigcup_i [set` Interval (BLeft (x - i%:R)) (BSide b x)]. Proof. have /(congr1 (fun x => -%R @` x)) := itv_bnd_infty_bigcup (~~ b) (- x). rewrite opp_itv_bnd_infty negbK opprK => ->; rewrite image_bigcup. apply eq_bigcupr => k _; apply/seteqP; split=> [_ /= -[r rbxk <-]|y/= yxkb]. by rewrite oppr_itv/= opprB addrC. by exists (- y); [rewrite oppr_itv/= negbK opprD opprK|rewrite opprK]. Qed. Section salgebra_R_ssets. Variable R : realType. Definition measurableTypeR := salgebraType (R.-ocitv.-measurable). Definition measurableR : set (set R) := (R.-ocitv.-measurable).-sigma.-measurable. HB.instance Definition R_isMeasurable : isMeasurable default_measure_display R := @isMeasurable.Build _ measurableTypeR (Pointed.class R) measurableR measurable0 (@measurableC _ _) (@bigcupT_measurable _ _). (*HB.instance (Real.sort R) R_isMeasurable.*) Lemma measurable_set1 (r : R) : measurable [set r]. Proof. rewrite set1_bigcap_oc; apply: bigcap_measurable => k // _. by apply: sub_sigma_algebra; exact/is_ocitv. Qed. #[local] Hint Resolve measurable_set1 : core. Lemma measurable_itv (i : interval R) : measurable [set` i]. Proof. have moc (a b : R) : measurable `]a, b]%classic. by apply: sub_sigma_algebra; apply: is_ocitv. have mopoo (x : R) : measurable `]x, +oo[%classic. by rewrite itv_bnd_infty_bigcup; exact: bigcup_measurable. have mnooc (x : R) : measurable `]-oo, x]%classic. by rewrite -setCitvr; exact/measurableC. have ooE (a b : R) : `]a, b[%classic = `]a, b]%classic `\ b. case: (boolP (a < b)) => ab; last by rewrite !set_itv_ge ?set0D. by rewrite -setUitv1// setUDK// => x [->]; rewrite /= in_itv/= ltxx andbF. have moo (a b : R) : measurable `]a, b[%classic. by rewrite ooE; exact: measurableD. have mcc (a b : R) : measurable `[a, b]%classic. case: (boolP (a <= b)) => ab; last by rewrite set_itv_ge. by rewrite -setU1itv//; apply/measurableU. have mco (a b : R) : measurable `[a, b[%classic. case: (boolP (a < b)) => ab; last by rewrite set_itv_ge. by rewrite -setU1itv//; apply/measurableU. have oooE (b : R) : `]-oo, b[%classic = `]-oo, b]%classic `\ b. by rewrite -setUitv1// setUDK// => x [->]; rewrite /= in_itv/= ltxx. case: i => [[[] a|[]] [[] b|[]]] => //; do ?by rewrite set_itv_ge. - by rewrite -setU1itv//; exact/measurableU. - by rewrite oooE; exact/measurableD. - by rewrite set_itv_infty_infty. Qed. HB.instance Definition _ := (ereal_isMeasurable (R.-ocitv.-measurable)). (* NB: Until we dropped support for Coq 8.12, we were using HB.instance (\bar (Real.sort R)) (ereal_isMeasurable (@measurable (@itvs_semiRingOfSets R))). This was producing a warning but the alternative was failing with Coq 8.12 with the following message (according to the CI): # [redundant-canonical-projection,typechecker] # forall (T : measurableType) (f : T -> R), measurable_fun setT f # : Prop # File "./theories/lebesgue_measure.v", line 4508, characters 0-88: # Error: Anomaly "Uncaught exception Failure("sep_last")." # Please report at http://coq.inria.fr/bugs/. *) Lemma measurable_EFin (A : set R) : measurableR A -> measurable (EFin @` A). Proof. by move=> mA; exists A => //; exists set0; [constructor|rewrite setU0]. Qed. Lemma emeasurable_set1 (x : \bar R) : measurable [set x]. Proof. case: x => [r| |]. - by rewrite -image_set1; apply: measurable_EFin; apply: measurable_set1. - exists set0 => //; [exists [set +oo%E]; [by constructor|]]. by rewrite image_set0 set0U. - exists set0 => //; [exists [set -oo%E]; [by constructor|]]. by rewrite image_set0 set0U. Qed. #[local] Hint Resolve emeasurable_set1 : core. Lemma itv_cpinfty_pinfty : `[+oo%E, +oo[%classic = [set +oo%E] :> set (\bar R). Proof. by rewrite set_itvE predeqE => t; split => /= [|<-//]; rewrite leye_eq => /eqP. Qed. Lemma itv_opinfty_pinfty : `]+oo%E, +oo[%classic = set0 :> set (\bar R). Proof. by rewrite set_itvE predeqE => t; split => //=; apply/negP; rewrite -leNgt leey. Qed. Lemma itv_cninfty_pinfty : `[-oo%E, +oo[%classic = setT :> set (\bar R). Proof. by rewrite set_itvE predeqE => t; split => //= _; rewrite leNye. Qed. Lemma itv_oninfty_pinfty : `]-oo%E, +oo[%classic = ~` [set -oo]%E :> set (\bar R). Proof. rewrite set_itvE predeqE => x; split => /=. - by move: x => [x| |]; rewrite ?ltxx. - by move: x => [x h|//|/(_ erefl)]; rewrite ?ltNye. Qed. Lemma emeasurable_itv_bnd_pinfty b (y : \bar R) : measurable [set` Interval (BSide b y) +oo%O]. Proof. move: y => [y| |]. - exists [set` Interval (BSide b y) +oo%O]; first exact: measurable_itv. by exists [set +oo%E]; [constructor|rewrite -punct_eitv_bnd_pinfty]. - by case: b; rewrite ?itv_opinfty_pinfty ?itv_cpinfty_pinfty. - case: b; first by rewrite itv_cninfty_pinfty. by rewrite itv_oninfty_pinfty; exact/measurableC. Qed. Lemma emeasurable_itv_ninfty_bnd b (y : \bar R) : measurable [set` Interval -oo%O (BSide b y)]. Proof. by rewrite -setCitvr; exact/measurableC/emeasurable_itv_bnd_pinfty. Qed. Definition elebesgue_measure : set \bar R -> \bar R := fun S => lebesgue_measure (fine @` (S `\` [set -oo; +oo]%E)). Lemma elebesgue_measure0 : elebesgue_measure set0 = 0%E. Proof. by rewrite /elebesgue_measure set0D image_set0 measure0. Qed. Lemma measurable_fine (X : set \bar R) : measurable X -> measurable [set fine x | x in X `\` [set -oo; +oo]%E]. Proof. case => Y mY [X' [ | <-{X} | <-{X} | <-{X} ]]. - rewrite setU0 => <-{X}. rewrite [X in measurable X](_ : _ = Y) // predeqE => r; split. by move=> [x [[x' Yx' <-{x}/= _ <-//]]]. by move=> Yr; exists r%:E; split => [|[]//]; exists r. - rewrite [X in measurable X](_ : _ = Y) // predeqE => r; split. move=> [x [[[x' Yx' <- _ <-//]|]]]. by move=> <-; rewrite not_orP => -[]/(_ erefl). by move=> Yr; exists r%:E => //; split => [|[]//]; left; exists r. - rewrite [X in measurable X](_ : _ = Y) // predeqE => r; split. move=> [x [[[x' Yx' <-{x} _ <-//]|]]]. by move=> ->; rewrite not_orP => -[_]/(_ erefl). by move=> Yr; exists r%:E => //; split => [|[]//]; left; exists r. - rewrite [X in measurable X](_ : _ = Y) // predeqE => r; split. by rewrite setDUl setDv setU0 => -[_ [[x' Yx' <-]] _ <-]. by move=> Yr; exists r%:E => //; split => [|[]//]; left; exists r. Qed. Lemma elebesgue_measure_ge0 X : (0 <= elebesgue_measure X)%E. Proof. exact/measure_ge0. Qed. Lemma semi_sigma_additive_elebesgue_measure : semi_sigma_additive elebesgue_measure. Proof. move=> /= F mF tF mUF; rewrite /elebesgue_measure. rewrite [X in lebesgue_measure X](_ : _ = \bigcup_n (fine @` (F n `\` [set -oo; +oo]%E))); last first. rewrite predeqE => r; split. by move=> [x [[n _ Fnx xoo <-]]]; exists n => //; exists x. by move=> [n _ [x [Fnx xoo <-{r}]]]; exists x => //; split => //; exists n. apply: (@measure_semi_sigma_additive _ _ _ [the measure _ _ of (@lebesgue_measure R)] (fun n => fine @` (F n `\` [set -oo; +oo]%E))). - move=> n; have := mF n. move=> [X mX [X' mX']] XX'Fn. apply: measurable_fine. rewrite -XX'Fn. apply: measurableU; first exact: measurable_EFin. by case: mX' => //; exact: measurableU. - move=> i j _ _ [x [[a [Fia aoo ax] [b [Fjb boo] bx]]]]. move: tF => /(_ i j Logic.I Logic.I); apply. suff ab : a = b by exists a; split => //; rewrite ab. move: a b {Fia Fjb} aoo boo ax bx. move=> [a| |] [b| |] /=. + by move=> _ _ -> ->. + by move=> _; rewrite not_orP => -[_]/(_ erefl). + by move=> _; rewrite not_orP => -[]/(_ erefl). + by rewrite not_orP => -[_]/(_ erefl). + by rewrite not_orP => -[_]/(_ erefl). + by rewrite not_orP => -[_]/(_ erefl). + by rewrite not_orP => -[]/(_ erefl). + by rewrite not_orP => -[]/(_ erefl). + by rewrite not_orP => -[]/(_ erefl). - move: mUF. rewrite {1}/measurable /emeasurable /= => -[X mX [Y []]] {Y}. - rewrite setU0 => h. rewrite [X in measurable X](_ : _ = X) // predeqE => r; split => [|Xr]. move=> -[n _ [x [Fnx xoo <-{r}]]]. have : (\bigcup_n F n) x by exists n. by rewrite -h => -[x' Xx' <-]. have [n _ Fnr] : (\bigcup_n F n) r%:E by rewrite -h; exists r. by exists n => //; exists r%:E => //; split => //; case. - move=> h. rewrite [X in measurable X](_ : _ = X) // predeqE => r; split => [|Xr]. move=> -[n _ [x [Fnx xoo <-]]]. have : (\bigcup_n F n) x by exists n. by rewrite -h => -[[x' Xx' <-//]|xoo']; move/not_orP : xoo => -[]. have [n _ Fnr] : (\bigcup_n F n) r%:E by rewrite -h; left; exists r. by exists n => //; exists r%:E => //; split => //; case. - (* NB: almost the same as the previous one, factorize?*) move=> h. rewrite [X in measurable X](_ : _ = X) // predeqE => r; split => [|Xr]. move=> -[n _ [x [Fnx xoo <-]]]. have : (\bigcup_n F n) x by exists n. by rewrite -h => -[[x' Xx' <-//]|xoo']; move/not_orP : xoo => -[]. have [n _ Fnr] : (\bigcup_n F n) r%:E by rewrite -h; left; exists r. by exists n => //; exists r%:E => //; split => //; case. - move=> h. rewrite [X in measurable X](_ : _ = X) // predeqE => r; split => [|Xr]. move=> -[n _ [x [Fnx xoo <-]]]. have : (\bigcup_n F n) x by exists n. by rewrite -h => -[[x' Xx' <-//]|]. have [n _ Fnr] : (\bigcup_n F n) r%:E by rewrite -h; left; exists r. by exists n => //; exists r%:E => //; split => //; case. Qed. HB.instance Definition _ := isMeasure.Build _ _ _ elebesgue_measure elebesgue_measure0 elebesgue_measure_ge0 semi_sigma_additive_elebesgue_measure. End salgebra_R_ssets. #[global] Hint Extern 0 (measurable [set _]) => solve [apply: measurable_set1| apply: emeasurable_set1] : core. Section lebesgue_measure_itv. Variable R : realType. Let lebesgue_measure_itvoc (a b : R) : (lebesgue_measure (`]a, b] : set R) = hlength `]a, b])%classic. Proof. rewrite /lebesgue_measure/= /Hahn_ext measurable_mu_extE//; last first. by exists (a, b). exact: hlength_sigma_sub_additive. Qed. Let lebesgue_measure_itvoo_subr1 (a : R) : lebesgue_measure (`]a - 1, a[%classic : set R) = 1%E. Proof. rewrite itv_bnd_open_bigcup//; transitivity (lim (lebesgue_measure \o (fun k => `]a - 1, a - k.+1%:R^-1]%classic : set R))). apply/esym/cvg_lim => //; apply: cvg_mu_inc. - by move=> ?; exact: measurable_itv. - by apply: bigcup_measurable => k _; exact: measurable_itv. - move=> n m nm; apply/subsetPset => x /=; rewrite !in_itv/= => /andP[->/=]. by move/le_trans; apply; rewrite ler_sub// ler_pinv ?ler_nat//; rewrite inE ltr0n andbT unitfE. rewrite (_ : _ \o _ = (fun n => (1 - n.+1%:R^-1)%:E)); last first. apply/funext => n /=; rewrite lebesgue_measure_itvoc. have [->|n0] := eqVneq n 0%N; first by rewrite invr1 subrr set_itvoc0. rewrite hlength_itv/= lte_fin ifT; last first. by rewrite ler_lt_sub// invr_lt1 ?unitfE// ltr1n ltnS lt0n. by rewrite !(EFinB,EFinN) oppeB// addeAC addeA subee// add0e. apply/cvg_lim => //=; apply/ereal_cvg_real; split => /=; first exact: nearW. apply/(@cvg_distP _ [pseudoMetricNormedZmodType R of R^o]) => _/posnumP[e]. rewrite !near_simpl; near=> n; rewrite opprB addrCA subrr addr0 ger0_norm//. by near: n; exact: near_infty_natSinv_lt. Unshelve. all: by end_near. Qed. Lemma lebesgue_measure_set1 (a : R) : lebesgue_measure [set a] = 0%E. Proof. suff : (lebesgue_measure (`]a - 1, a]%classic%R : set R) = lebesgue_measure (`]a - 1, a[%classic%R : set R) + lebesgue_measure [set a])%E. rewrite lebesgue_measure_itvoo_subr1 lebesgue_measure_itvoc => /eqP. rewrite hlength_itv lte_fin ltr_subl_addr ltr_addl ltr01. rewrite [in X in X == _]/= EFinN EFinB oppeB// addeA subee// add0e. rewrite addeC -sube_eq//; last by rewrite fin_num_adde_def. by rewrite subee// => /eqP. rewrite -setUitv1// ?bnd_simp; last by rewrite ltr_subl_addr ltr_addl. rewrite measureU//; first exact: measurable_itv. apply/seteqP; split => // x []/=; rewrite in_itv/= => + xa. by rewrite xa ltxx andbF. Qed. Let lebesgue_measure_itvoo (a b : R) : (lebesgue_measure (`]a, b[ : set R) = hlength `]a, b[)%classic. Proof. have [ab|ba] := ltP a b; last by rewrite set_itv_ge ?measure0// -leNgt. have := lebesgue_measure_itvoc a b. rewrite 2!hlength_itv => <-; rewrite -setUitv1// measureU//. - by have /= -> := lebesgue_measure_set1 b; rewrite adde0. - exact: measurable_itv. - by apply/seteqP; split => // x [/= + xb]; rewrite in_itv/= xb ltxx andbF. Qed. Let lebesgue_measure_itvcc (a b : R) : (lebesgue_measure (`[a, b] : set R) = hlength `[a, b])%classic. Proof. have [ab|ba] := leP a b; last by rewrite set_itv_ge ?measure0// -leNgt. have := lebesgue_measure_itvoc a b. rewrite 2!hlength_itv => <-; rewrite -setU1itv// measureU//. - by have /= -> := lebesgue_measure_set1 a; rewrite add0e. - exact: measurable_itv. - by apply/seteqP; split => // x [/= ->]; rewrite in_itv/= ltxx. Qed. Let lebesgue_measure_itvco (a b : R) : (lebesgue_measure (`[a, b[ : set R) = hlength `[a, b[)%classic. Proof. have [ab|ba] := ltP a b; last by rewrite set_itv_ge ?measure0// -leNgt. have := lebesgue_measure_itvoo a b. rewrite 2!hlength_itv => <-; rewrite -setU1itv// measureU//. - by have /= -> := lebesgue_measure_set1 a; rewrite add0e. - exact: measurable_itv. - by apply/seteqP; split => // x [/= ->]; rewrite in_itv/= ltxx. Qed. Let lebesgue_measure_itv_bnd (x y : bool) (a b : R) : lebesgue_measure ([set` Interval (BSide x a) (BSide y b)] : set R) = hlength [set` Interval (BSide x a) (BSide y b)]. Proof. by move: x y => [|] [|]; [exact: lebesgue_measure_itvco | exact: lebesgue_measure_itvcc | exact: lebesgue_measure_itvoo | exact: lebesgue_measure_itvoc]. Qed. Let limnatR : lim (fun k => (k%:R)%:E : \bar R) = +oo%E. Proof. apply/cvg_lim => //; apply/dvg_ereal_cvg/cvgPpinfty => A. exists `|ceil A|%N => //= => n/=; rewrite -(@ler_nat R); apply: le_trans. by rewrite natr_absz (le_trans (ceil_ge _))// intr_norm ler_norm. Qed. Let lebesgue_measure_itv_bnd_infty x (a : R) : lebesgue_measure ([set` Interval (BSide x a) +oo%O] : set R) = +oo%E. Proof. rewrite itv_bnd_infty_bigcup; transitivity (lim (lebesgue_measure \o (fun k => [set` Interval (BSide x a) (BRight (a + k%:R))] : set R))). apply/esym/cvg_lim => //; apply: cvg_mu_inc => //. + by move=> k; exact: measurable_itv. + by apply: bigcup_measurable => k _; exact: measurable_itv. + move=> m n mn; apply/subsetPset => r/=; rewrite !in_itv/= => /andP[->/=]. by move=> /le_trans; apply; rewrite ler_add// ler_nat. rewrite (_ : _ \o _ = (fun k => k%:R%:E))//. apply/funext => n /=; rewrite lebesgue_measure_itv_bnd hlength_itv/=. rewrite lte_fin; have [->|n0] := eqVneq n 0%N; first by rewrite addr0 ltxx. by rewrite ltr_addl ltr0n lt0n n0 EFinD addeAC EFinN subee ?add0e. Qed. Let lebesgue_measure_itv_infty_bnd y (b : R) : lebesgue_measure ([set` Interval -oo%O (BSide y b)] : set R) = +oo%E. Proof. rewrite itv_infty_bnd_bigcup; transitivity (lim (lebesgue_measure \o (fun k => [set` Interval (BLeft (b - k%:R)) (BSide y b)] : set R))). apply/esym/cvg_lim => //; apply: cvg_mu_inc => //. + by move=> k; exact: measurable_itv. + by apply: bigcup_measurable => k _; exact: measurable_itv. + move=> m n mn; apply/subsetPset => r/=; rewrite !in_itv/= => /andP[+ ->]. by rewrite andbT; apply: le_trans; rewrite ler_sub// ler_nat. rewrite (_ : _ \o _ = (fun k : nat => k%:R%:E))//. apply/funext => n /=; rewrite lebesgue_measure_itv_bnd hlength_itv/= lte_fin. have [->|n0] := eqVneq n 0%N; first by rewrite subr0 ltxx. rewrite ltr_subl_addr ltr_addl ltr0n lt0n n0 EFinN EFinB oppeB// addeA subee//. by rewrite add0e. Qed. Lemma lebesgue_measure_itv (i : interval R) : lebesgue_measure ([set` i] : set R) = hlength [set` i]. Proof. move: i => [[x a|[|]]] [y b|[|]]; first exact: lebesgue_measure_itv_bnd. - by rewrite set_itvE ?measure0. - by rewrite lebesgue_measure_itv_bnd_infty hlength_bnd_infty. - by rewrite lebesgue_measure_itv_infty_bnd hlength_infty_bnd. - by rewrite set_itvE ?measure0. - rewrite set_itvE hlength_setT. rewrite (_ : setT = [set` `]-oo, 0[] `|` [set` `[0, +oo[]); last first. by apply/seteqP; split=> // => x _; have [x0|x0] := leP 0 x; [right|left]; rewrite /= in_itv//= x0. rewrite measureU//=; try exact: measurable_itv. + by rewrite lebesgue_measure_itv_infty_bnd lebesgue_measure_itv_bnd_infty. + by apply/seteqP; split => // x []/=; rewrite !in_itv/= andbT leNgt => ->. - by rewrite set_itvE ?measure0. - by rewrite set_itvE ?measure0. - by rewrite set_itvE ?measure0. Qed. End lebesgue_measure_itv. Lemma lebesgue_measure_rat (R : realType) : lebesgue_measure (range ratr : set R) = 0%E. Proof. have /pcard_eqP/bijPex[f bijf] := card_rat; set f1 := 'pinv_(fun=> 0) setT f. rewrite (_ : range _ = \bigcup_n [set ratr (f1 n)]); last first. apply/seteqP; split => [_ [q _ <-]|_ [n _ /= ->]]; last by exists (f1 n). exists (f q) => //=; rewrite /f1 pinvKV// ?in_setE// => x y _ _. by apply: bij_inj; rewrite -setTT_bijective. rewrite measure_bigcup//; last first. apply/trivIsetP => i j _ _ ij; apply/seteqP; split => //= _ [/= ->]. move=> /fmorph_inj. have /set_bij_inj /[apply] := bijpinv_bij (fun=> 0) bijf. by rewrite in_setE => /(_ Logic.I Logic.I); exact/eqP. by rewrite nneseries0// => n _; exact: lebesgue_measure_set1. Qed. Section measurable_fun_measurable. Local Open Scope ereal_scope. Variables (d : measure_display) (T : measurableType d). Variables (R : realType) (D : set T) (f : T -> \bar R). Hypotheses (mD : measurable D) (mf : measurable_fun D f). Implicit Types y : \bar R. Lemma emeasurable_fun_c_infty y : measurable (D `&` [set x | y <= f x]). Proof. by rewrite -preimage_itv_c_infty; exact/mf/emeasurable_itv_bnd_pinfty. Qed. Lemma emeasurable_fun_o_infty y : measurable (D `&` [set x | y < f x]). Proof. by rewrite -preimage_itv_o_infty; exact/mf/emeasurable_itv_bnd_pinfty. Qed. Lemma emeasurable_fun_infty_o y : measurable (D `&` [set x | f x < y]). Proof. by rewrite -preimage_itv_infty_o; exact/mf/emeasurable_itv_ninfty_bnd. Qed. Lemma emeasurable_fun_infty_c y : measurable (D `&` [set x | f x <= y]). Proof. by rewrite -preimage_itv_infty_c; exact/mf/emeasurable_itv_ninfty_bnd. Qed. Lemma emeasurable_fin_num : measurable (D `&` [set x | f x \is a fin_num]). Proof. rewrite [X in measurable X](_ : _ = \bigcup_k (D `&` ([set x | - k%:R%:E <= f x] `&` [set x | f x <= k%:R%:E]))). apply: bigcupT_measurable => k; rewrite -(setIid D) setIACA. by apply: measurableI; [exact: emeasurable_fun_c_infty| exact: emeasurable_fun_infty_c]. rewrite predeqE => t; split => [/= [Dt ft]|]. have [ft0|ft0] := leP 0%R (fine (f t)). exists `|ceil (fine (f t))|%N => //=; split => //; split. by rewrite -{2}(fineK ft)// lee_fin (le_trans _ ft0)// ler_oppl oppr0. by rewrite natr_absz ger0_norm ?ceil_ge0// -(fineK ft) lee_fin ceil_ge. exists `|floor (fine (f t))|%N => //=; split => //; split. rewrite natr_absz ltr0_norm ?floor_lt0// EFinN. by rewrite -{2}(fineK ft) lee_fin mulrNz opprK floor_le. by rewrite -(fineK ft)// lee_fin (le_trans (ltW ft0)). move=> [n _] [/= Dt [nft fnt]]; split => //; rewrite fin_numElt. by rewrite (lt_le_trans _ nft) ?ltNye//= (le_lt_trans fnt)// ltey. Qed. Lemma emeasurable_neq y : measurable (D `&` [set x | f x != y]). Proof. rewrite (_ : [set x | f x != y] = f @^-1` (setT `\ y)). exact/mf/measurableD. rewrite predeqE => t; split; last by rewrite /preimage /= => -[_ /eqP]. by rewrite /= => ft0; rewrite /preimage /=; split => //; exact/eqP. Qed. End measurable_fun_measurable. Module RGenOInfty. Section rgenoinfty. Variable R : realType. Implicit Types x y z : R. Definition G := [set A | exists x, A = `]x, +oo[%classic]. Lemma measurable_itv_bnd_infty b x : G.-sigma.-measurable [set` Interval (BSide b x) +oo%O]. Proof. case: b; last by apply: sub_sigma_algebra; eexists; reflexivity. rewrite itv_c_inftyEbigcap; apply: bigcapT_measurable => k. by apply: sub_sigma_algebra; eexists; reflexivity. Qed. Lemma measurable_itv_bounded a b x : a != +oo%O -> G.-sigma.-measurable [set` Interval a (BSide b x)]. Proof. case: a => [a r _|[_|//]]. by rewrite set_itv_splitD; apply: measurableD => //; exact: measurable_itv_bnd_infty. by rewrite -setCitvr; apply: measurableC; apply: measurable_itv_bnd_infty. Qed. Lemma measurableE : (R.-ocitv.-measurable).-sigma.-measurable = G.-sigma.-measurable. Proof. rewrite eqEsubset; split => A. apply: smallest_sub; first exact: smallest_sigma_algebra. by move=> I [x _ <-]; exact: measurable_itv_bounded. apply: smallest_sub; first exact: smallest_sigma_algebra. by move=> A' /= [x ->]; exact: measurable_itv. Qed. End rgenoinfty. End RGenOInfty. Module RGenInftyO. Section rgeninftyo. Variable R : realType. Implicit Types x y z : R. Definition G := [set A | exists x, A = `]-oo, x[%classic]. Lemma measurable_itv_bnd_infty b x : G.-sigma.-measurable [set` Interval -oo%O (BSide b x)]. Proof. case: b; first by apply sub_sigma_algebra; eexists; reflexivity. rewrite -setCitvr itv_o_inftyEbigcup; apply/measurableC/bigcupT_measurable => n. rewrite -setCitvl; apply: measurableC. by apply: sub_sigma_algebra; eexists; reflexivity. Qed. Lemma measurable_itv_bounded a b x : a != -oo%O -> G.-sigma.-measurable [set` Interval (BSide b x) a]. Proof. case: a => [a r _|[//|_]]. by rewrite set_itv_splitD; apply/measurableD => //; rewrite -setCitvl; apply: measurableC; exact: measurable_itv_bnd_infty. by rewrite -setCitvl; apply: measurableC; apply: measurable_itv_bnd_infty. Qed. Lemma measurableE : (R.-ocitv.-measurable).-sigma.-measurable = G.-sigma.-measurable. Proof. rewrite eqEsubset; split => A. apply: smallest_sub; first exact: smallest_sigma_algebra. by move=> I [x _ <-]; apply: measurable_itv_bounded. apply: smallest_sub; first exact: smallest_sigma_algebra. by move=> A' /= [x ->]; apply: measurable_itv. Qed. End rgeninftyo. End RGenInftyO. Module RGenCInfty. Section rgencinfty. Variable R : realType. Implicit Types x y z : R. Definition G : set (set R) := [set A | exists x, A = `[x, +oo[%classic]. Lemma measurable_itv_bnd_infty b x : G.-sigma.-measurable [set` Interval (BSide b x) +oo%O]. Proof. case: b; first by apply: sub_sigma_algebra; exists x; rewrite set_itv_c_infty. rewrite itv_o_inftyEbigcup; apply: bigcupT_measurable => k. by apply: sub_sigma_algebra; eexists; reflexivity. Qed. Lemma measurable_itv_bounded a b y : a != +oo%O -> G.-sigma.-measurable [set` Interval a (BSide b y)]. Proof. case: a => [a r _|[_|//]]. rewrite set_itv_splitD. by apply: measurableD; apply: measurable_itv_bnd_infty. by rewrite -setCitvr; apply: measurableC; apply: measurable_itv_bnd_infty. Qed. Lemma measurableE : (R.-ocitv.-measurable).-sigma.-measurable = G.-sigma.-measurable. Proof. rewrite eqEsubset; split => A. apply: smallest_sub; first exact: smallest_sigma_algebra. by move=> I [x _ <-]; apply: measurable_itv_bounded. apply: smallest_sub; first exact: smallest_sigma_algebra. by move=> A' /= [x ->]; apply: measurable_itv. Qed. End rgencinfty. End RGenCInfty. Module RGenOpens. Section rgenopens. Variable R : realType. Implicit Types x y z : R. Definition G := [set A | exists x y, A = `]x, y[%classic]. Local Lemma measurable_itvoo x y : G.-sigma.-measurable `]x, y[%classic. Proof. by apply sub_sigma_algebra; eexists; eexists; reflexivity. Qed. Local Lemma measurable_itv_o_infty x : G.-sigma.-measurable `]x, +oo[%classic. Proof. rewrite itv_bnd_inftyEbigcup; apply: bigcupT_measurable => i. exact: measurable_itvoo. Qed. Lemma measurable_itv_bnd_infty b x : G.-sigma.-measurable [set` Interval (BSide b x) +oo%O]. Proof. case: b; last exact: measurable_itv_o_infty. rewrite itv_c_inftyEbigcap; apply: bigcapT_measurable => k. exact: measurable_itv_o_infty. Qed. Lemma measurable_itv_infty_bnd b x : G.-sigma.-measurable [set` Interval -oo%O (BSide b x)]. Proof. by rewrite -setCitvr; apply: measurableC; exact: measurable_itv_bnd_infty. Qed. Lemma measurable_itv_bounded a x b y : G.-sigma.-measurable [set` Interval (BSide a x) (BSide b y)]. Proof. move: a b => [] []; rewrite -[X in measurable X]setCK setCitv; apply: measurableC; apply: measurableU; try solve[ exact: measurable_itv_infty_bnd|exact: measurable_itv_bnd_infty]. Qed. Lemma measurableE : (R.-ocitv.-measurable).-sigma.-measurable = G.-sigma.-measurable. Proof. rewrite eqEsubset; split => A. apply: smallest_sub; first exact: smallest_sigma_algebra. by move=> I [x _ <-]; apply: measurable_itv_bounded. apply: smallest_sub; first exact: smallest_sigma_algebra. by move=> A' /= [x [y ->]]; apply: measurable_itv. Qed. End rgenopens. End RGenOpens. Section erealwithrays. Variable R : realType. Implicit Types (x y z : \bar R) (r s : R). Local Open Scope ereal_scope. Lemma EFin_itv_bnd_infty b r : EFin @` [set` Interval (BSide b r) +oo%O] = [set` Interval (BSide b r%:E) +oo%O] `\ +oo. Proof. rewrite eqEsubset; split => [x [s /itvP rs <-]|x []]. split => //=; rewrite in_itv /=. by case: b in rs *; rewrite /= ?(lee_fin, lte_fin) rs. move: x => [s|_ /(_ erefl)|] //=; rewrite in_itv /= andbT; last first. by case: b => /=; rewrite 1?(leNgt,ltNge) 1?(ltNye, leNye). by case: b => /=; rewrite 1?(lte_fin,lee_fin) => rs _; exists s => //; rewrite in_itv /= rs. Qed. Lemma EFin_itv r : [set s | r%:E < s%:E] = `]r, +oo[%classic. Proof. by rewrite predeqE => s; split => [|]; rewrite /= lte_fin in_itv/= andbT. Qed. Lemma preimage_EFin_setT : @EFin R @^-1` [set x | x \in `]-oo%E, +oo[] = setT. Proof. by rewrite set_itvE predeqE => r; split=> // _; rewrite /preimage /= ltNye. Qed. Lemma eitv_c_infty r : `[r%:E, +oo[%classic = \bigcap_k `](r - k.+1%:R^-1)%:E, +oo[%classic :> set _. Proof. rewrite predeqE => x; split=> [|]. - move: x => [s /=| _ n _|//]. + rewrite in_itv /= andbT lee_fin => rs n _ /=. by rewrite in_itv/= andbT lte_fin ltr_subl_addl (le_lt_trans rs)// ltr_addr. + by rewrite /= in_itv /= andbT ltey. - move: x => [s| |/(_ 0%N Logic.I)] //=; last by rewrite in_itv /= leey. move=> h; rewrite in_itv /= lee_fin leNgt andbT; apply/negP. move=> /ltr_add_invr[k skr]; have {h} := h k Logic.I. rewrite /= in_itv /= andbT lte_fin ltNge => /negP; apply. by rewrite -ler_subl_addr opprK ltW. Qed. Lemma eitv_infty_c r : `]-oo, r%:E]%classic = \bigcap_k `]-oo, (r%:E + k.+1%:R^-1%:E)]%classic :> set _. Proof. rewrite predeqE => x; split=> [|]. - move: x => [s /=|//|_ n _]. + rewrite in_itv /= lee_fin => sr n _; rewrite /= in_itv /=. by rewrite -EFinD lee_fin (le_trans sr)// ler_addl. + by rewrite /= in_itv /= -EFinD leNye. - move: x => [s|/(_ 0%N Logic.I)//|]/=; rewrite ?in_itv /= ?leNye//. move=> h; rewrite lee_fin leNgt; apply/negP => /ltr_add_invr[k rks]. have {h} := h k Logic.I; rewrite /= in_itv /=. by rewrite -EFinD lee_fin leNgt => /negP; apply. Qed. Lemma eset1_ninfty : [set -oo] = \bigcap_k `]-oo, (-k%:R%:E)[%classic :> set (\bar R). Proof. rewrite eqEsubset; split=> [_ -> i _ |]; first by rewrite /= in_itv /= ltNye. move=> [r|/(_ O Logic.I)|]//. move=> /(_ `|floor r|%N Logic.I); rewrite /= in_itv/= ltNge. rewrite lee_fin; have [r0|r0] := leP 0%R r. by rewrite (le_trans _ r0) // ler_oppl oppr0 ler0n. rewrite ler_oppl -abszN natr_absz gtr0_norm; last first. by rewrite ltr_oppr oppr0 floor_lt0. by rewrite mulrNz ler_oppl opprK floor_le. Qed. Lemma eset1_pinfty : [set +oo] = \bigcap_k `]k%:R%:E, +oo[%classic :> set (\bar R). Proof. rewrite eqEsubset; split=> [_ -> i _/=|]; first by rewrite in_itv /= ltey. move=> [r| |/(_ O Logic.I)] // /(_ `|ceil r|%N Logic.I); rewrite /= in_itv /=. rewrite andbT lte_fin ltNge. have [r0|r0] := ltP 0%R r; last by rewrite (le_trans r0). by rewrite natr_absz gtr0_norm // ?ceil_ge// ceil_gt0. Qed. End erealwithrays. Module ErealGenOInfty. Section erealgenoinfty. Variable R : realType. Implicit Types (x y z : \bar R) (r s : R). Local Open Scope ereal_scope. Definition G := [set A : set \bar R | exists x, A = `]x, +oo[%classic]. Lemma measurable_set1_ninfty : G.-sigma.-measurable [set -oo]. Proof. rewrite eset1_ninfty; apply: bigcap_measurable => i _. rewrite -setCitvr; apply: measurableC; rewrite eitv_c_infty. apply: bigcap_measurable => j _; apply: sub_sigma_algebra. by exists (- (i%:R + j.+1%:R^-1))%:E; rewrite opprD. Qed. Lemma measurable_set1_pinfty : G.-sigma.-measurable [set +oo]. Proof. rewrite eset1_pinfty; apply: bigcapT_measurable => i. by apply: sub_sigma_algebra; exists i%:R%:E. Qed. Lemma measurableE : emeasurable (R.-ocitv.-measurable) = G.-sigma.-measurable. Proof. apply/seteqP; split; last first. apply: smallest_sub. split; first exact: emeasurable0. by move=> *; rewrite setTD; exact: emeasurableC. by move=> *; exact: bigcupT_emeasurable. move=> _ [x ->]; rewrite /emeasurable /=; move: x => [r| |]. + exists `]r, +oo[%classic. rewrite RGenOInfty.measurableE. exact: RGenOInfty.measurable_itv_bnd_infty. by exists [set +oo]; [constructor|rewrite -punct_eitv_bnd_pinfty]. + exists set0 => //. by exists set0; [constructor|rewrite setU0 itv_opinfty_pinfty image_set0]. + exists setT => //; exists [set +oo]; first by constructor. by rewrite itv_oninfty_pinfty punct_eitv_setTR. move=> A [B mB [C mC]] <-; apply: measurableU; last first. case: mC; [by []|exact: measurable_set1_ninfty |exact: measurable_set1_pinfty|]. - by apply: measurableU; [exact: measurable_set1_ninfty| exact: measurable_set1_pinfty]. rewrite RGenOInfty.measurableE in mB. have smB := smallest_sub _ _ mB. (* BUG: elim/smB : _. fails !! *) apply: (smB (G.-sigma.-measurable \o (image^~ EFin))); last first. move=> _ [r ->]/=; rewrite EFin_itv_bnd_infty; apply: measurableD. by apply sub_sigma_algebra => /=; exists r%:E. exact: measurable_set1_pinfty. split=> /= [|D mD|F mF]; first by rewrite image_set0. - rewrite setTD EFin_setC; apply: measurableD; first exact: measurableC. by apply: measurableU; [exact: measurable_set1_ninfty| exact: measurable_set1_pinfty]. - by rewrite EFin_bigcup; apply: bigcup_measurable => i _ ; exact: mF. Qed. End erealgenoinfty. End ErealGenOInfty. Module ErealGenCInfty. Section erealgencinfty. Variable R : realType. Implicit Types (x y z : \bar R) (r s : R). Local Open Scope ereal_scope. Definition G := [set A : set \bar R | exists x, A = `[x, +oo[%classic]. Lemma measurable_set1_ninfty : G.-sigma.-measurable [set -oo]. Proof. rewrite eset1_ninfty; apply: bigcapT_measurable=> i; rewrite -setCitvr. by apply: measurableC; apply: sub_sigma_algebra; exists (- i%:R)%:E. Qed. Lemma measurable_set1_pinfty : G.-sigma.-measurable [set +oo]. Proof. apply: sub_sigma_algebra; exists +oo; rewrite predeqE => x; split => [->//|/=]. by rewrite in_itv /= andbT leye_eq => /eqP ->. Qed. Lemma measurableE : emeasurable (R.-ocitv.-measurable) = G.-sigma.-measurable. Proof. apply/seteqP; split; last first. apply: smallest_sub. split; first exact: emeasurable0. by move=> *; rewrite setTD; exact: emeasurableC. by move=> *; exact: bigcupT_emeasurable. move=> _ [[r||] ->]/=. - exists `[r, +oo[%classic. rewrite RGenOInfty.measurableE. exact: RGenOInfty.measurable_itv_bnd_infty. by exists [set +oo]; [constructor | rewrite -punct_eitv_bnd_pinfty]. - exists set0 => //; exists [set +oo]; first by constructor. by rewrite image_set0 set0U itv_cpinfty_pinfty. - exists setT => //; exists [set -oo; +oo]; first by constructor. by rewrite itv_cninfty_pinfty setUA punct_eitv_setTL setUCl. move=> _ [A' mA' [C mC]] <-; apply: measurableU; last first. case: mC; [by []|exact: measurable_set1_ninfty| exact: measurable_set1_pinfty|]. by apply: measurableU; [exact: measurable_set1_ninfty| exact: measurable_set1_pinfty]. rewrite RGenCInfty.measurableE in mA'. have smA' := smallest_sub _ _ mA'. (* BUG: elim/smA' : _. fails !! *) apply: (smA' (G.-sigma.-measurable \o (image^~ EFin))); last first. move=> _ [r ->]/=; rewrite EFin_itv_bnd_infty; apply: measurableD. by apply sub_sigma_algebra => /=; exists r%:E. exact: measurable_set1_pinfty. split=> /= [|D mD|F mF]; first by rewrite image_set0. - rewrite setTD EFin_setC; apply: measurableD; first exact: measurableC. by apply: measurableU; [exact: measurable_set1_ninfty| exact: measurable_set1_pinfty]. - by rewrite EFin_bigcup; apply: bigcup_measurable => i _; exact: mF. Qed. End erealgencinfty. End ErealGenCInfty. Section trace. Variable (T : Type). Implicit Types (G : set (set T)) (A D : set T). (* intended as a trace sigma-algebra *) Definition strace G D := [set x `&` D | x in G]. Lemma stracexx G D : G D -> strace G D D. Proof. by rewrite /strace /=; exists D => //; rewrite setIid. Qed. Lemma sigma_algebra_strace G D : sigma_algebra setT G -> sigma_algebra D (strace G D). Proof. move=> [G0 GC GU]; split; first by exists set0 => //; rewrite set0I. - move=> S [A mA ADS]; have mCA := GC _ mA. have : strace G D (D `&` ~` A). by rewrite setIC; exists (setT `\` A) => //; rewrite setTD. rewrite -setDE => trDA. have DADS : D `\` A = D `\` S by rewrite -ADS !setDE setCI setIUr setICr setU0. by rewrite DADS in trDA. - move=> S mS; have /choice[M GM] : forall n, exists A, G A /\ S n = A `&` D. by move=> n; have [A mA ADSn] := mS n; exists A. exists (\bigcup_i (M i)); first by apply GU => i; exact: (GM i).1. by rewrite setI_bigcupl; apply eq_bigcupr => i _; rewrite (GM i).2. Qed. End trace. Lemma strace_measurable d (T : measurableType d) (A : set T) : measurable A -> strace measurable A `<=` measurable. Proof. by move=> mA=> _ [C mC <-]; apply: measurableI. Qed. (* more properties of measurable functions *) Lemma is_interval_measurable (R : realType) (I : set R) : is_interval I -> measurable I. Proof. by move/is_intervalP => ->; exact: measurable_itv. Qed. Section coutinuous_measurable. Variable R : realType. Lemma open_measurable (U : set R) : open U -> measurable U. Proof. move=> /open_bigcup_rat ->; rewrite bigcup_mkcond; apply: bigcupT_measurable_rat. move=> q; case: ifPn => // qfab; apply: is_interval_measurable => //. exact: is_interval_bigcup_ointsub. Qed. Lemma continuous_measurable_fun (f : R -> R) : continuous f -> measurable_fun setT f. Proof. move=> /continuousP cf; apply: (measurability (RGenOpens.measurableE R)). move=> _ [_ [a [b ->] <-]]; rewrite setTI. by apply: open_measurable; exact/cf/interval_open. Qed. End coutinuous_measurable. Section standard_measurable_fun. Lemma measurable_fun_normr (R : realType) (D : set R) : measurable_fun D (@normr _ R). Proof. move=> mD; apply: (measurability (RGenOInfty.measurableE R)) => //. move=> /= _ [_ [x ->] <-]; apply: measurableI => //. have [x0|x0] := leP 0 x. rewrite [X in measurable X](_ : _ = `]-oo, (- x)[ `|` `]x, +oo[)%classic. by apply: measurableU; apply: measurable_itv. rewrite predeqE => r; split => [|[|]]; rewrite preimage_itv ?in_itv ?andbT/=. - have [r0|r0] := leP 0 r; [rewrite ger0_norm|rewrite ltr0_norm] => // xr; rewrite 2!in_itv/=. + by right; rewrite xr. + by left; rewrite ltr_oppr. - move=> rx /=. by rewrite ler0_norm 1?ltr_oppr// (le_trans (ltW rx))// ler_oppl oppr0. - by rewrite in_itv /= andbT => xr; rewrite (lt_le_trans _ (ler_norm _)). rewrite [X in measurable X](_ : _ = setT)// predeqE => r. by split => // _; rewrite /= in_itv /= andbT (lt_le_trans x0). Qed. End standard_measurable_fun. Section measurable_fun_realType. Variables (d : measure_display) (T : measurableType d) (R : realType). Implicit Types (D : set T) (f g : T -> R). Lemma measurable_funD D f g : measurable_fun D f -> measurable_fun D g -> measurable_fun D (f \+ g). Proof. move=> mf mg mD; apply: (measurability (RGenOInfty.measurableE R)) => //. move=> /= _ [_ [a ->] <-]; rewrite preimage_itv_o_infty. rewrite [X in measurable X](_ : _ = \bigcup_(q : rat) ((D `&` [set x | ratr q < f x]) `&` (D `&` [set x | a - ratr q < g x]))). apply: bigcupT_measurable_rat => q; apply: measurableI. - by rewrite -preimage_itv_o_infty; apply: mf => //; apply: measurable_itv. - by rewrite -preimage_itv_o_infty; apply: mg => //; apply: measurable_itv. rewrite predeqE => x; split => [|[r _] []/= [Dx rfx]] /= => [[Dx]|[_]]. rewrite -ltr_subl_addr => /rat_in_itvoo[r]; rewrite inE /= => /itvP h. exists r => //; rewrite setIACA setIid; split => //; split => /=. by rewrite h. by rewrite ltr_subl_addr addrC -ltr_subl_addr h. by rewrite ltr_subl_addr=> afg; rewrite (lt_le_trans afg)// addrC ler_add2r ltW. Qed. Lemma measurable_funrM D f (k : R) : measurable_fun D f -> measurable_fun D (fun x => k * f x). Proof. apply: (@measurable_fun_comp _ _ _ _ _ _ ( *%R k)). by apply: continuous_measurable_fun; apply: mulrl_continuous. Qed. Lemma measurable_funN D f : measurable_fun D f -> measurable_fun D (-%R \o f). Proof. move=> mf mD; rewrite (_ : _ \o _ = (fun x => - 1 * f x)). exact: measurable_funrM. by under eq_fun do rewrite mulN1r. Qed. Lemma measurable_funB D f g : measurable_fun D f -> measurable_fun D g -> measurable_fun D (f \- g). Proof. by move=> ? ? ?; apply: measurable_funD => //; exact: measurable_funN. Qed. Lemma measurable_fun_exprn D n f : measurable_fun D f -> measurable_fun D (fun x => f x ^+ n). Proof. apply: measurable_fun_comp ((@GRing.exp R)^~ n) _ _ _. by apply: continuous_measurable_fun; apply: exprn_continuous. Qed. Lemma measurable_fun_sqr D f : measurable_fun D f -> measurable_fun D (fun x => f x ^+ 2). Proof. exact: measurable_fun_exprn. Qed. Lemma measurable_funM D f g : measurable_fun D f -> measurable_fun D g -> measurable_fun D (f \* g). Proof. move=> mf mg mD; rewrite (_ : (_ \* _) = (fun x => 2%:R^-1 * (f x + g x) ^+ 2) \- (fun x => 2%:R^-1 * (f x ^+ 2)) \- (fun x => 2%:R^-1 * ( g x ^+ 2))). apply: measurable_funB => //; last first. by apply: measurable_funrM => //; exact: measurable_fun_sqr. apply: measurable_funB => //; last first. by apply: measurable_funrM => //; exact: measurable_fun_sqr. apply: measurable_funrM => //. by apply: measurable_fun_sqr => //; exact: measurable_funD. rewrite funeqE => x /=; rewrite -2!mulrBr sqrrD (addrC (f x ^+ 2)) -addrA. rewrite -(addrA (f x * g x *+ 2)) -opprB opprK (addrC (g x ^+ 2)) addrK. by rewrite -(mulr_natr (f x * g x)) -(mulrC 2) mulrA mulVr ?mul1r// unitfE. Qed. Lemma measurable_fun_max D f g : measurable_fun D f -> measurable_fun D g -> measurable_fun D (f \max g). Proof. move=> mf mg mD; apply (measurability (RGenCInfty.measurableE R)) => //. move=> _ [_ [x ->] <-]; rewrite [X in measurable X](_ : _ = (D `&` f @^-1` `[x, +oo[) `|` (D `&` g @^-1` `[x, +oo[)); last first. rewrite predeqE => t /=; split. by rewrite /= !in_itv /= !andbT le_maxr => -[Dx /orP[|]]; tauto. by move=> [|]; rewrite !in_itv/= !andbT le_maxr => -[Dx ->]//; rewrite orbT. by apply: measurableU; [apply: mf|apply: mg] =>//; apply: measurable_itv. Qed. Lemma measurable_fun_sups D (h : (T -> R)^nat) n : (forall t, D t -> has_ubound (range (h ^~ t))) -> (forall m, measurable_fun D (h m)) -> measurable_fun D (fun x => sups (h ^~ x) n). Proof. move=> f_ub mf mD; apply: (measurability (RGenOInfty.measurableE R)) => //. move=> _ [_ [x ->] <-]; rewrite sups_preimage // setI_bigcupr. by apply: bigcup_measurable => k /= nk; apply: mf => //; exact: measurable_itv. Qed. Lemma measurable_fun_infs D (h : (T -> R)^nat) n : (forall t, D t -> has_lbound (range (h ^~ t))) -> (forall n, measurable_fun D (h n)) -> measurable_fun D (fun x => infs (h ^~ x) n). Proof. move=> lb_f mf mD; apply: (measurability (RGenInftyO.measurableE R)) =>//. move=> _ [_ [x ->] <-]; rewrite infs_preimage // setI_bigcupr. by apply: bigcup_measurable => k /= nk; apply: mf => //; exact: measurable_itv. Qed. Lemma measurable_fun_lim_sup D (h : (T -> R)^nat) : (forall t, D t -> has_ubound (range (h ^~ t))) -> (forall t, D t -> has_lbound (range (h ^~ t))) -> (forall n, measurable_fun D (h n)) -> measurable_fun D (fun x => lim_sup (h ^~ x)). Proof. move=> f_ub f_lb mf. have : {in D, (fun x => inf [set sups (h ^~ x) n | n in [set n | 0 <= n]%N]) =1 (fun x => lim_sup (h^~ x))}. move=> t; rewrite inE => Dt; apply/esym/cvg_lim; first exact: Rhausdorff. rewrite [X in _ --> X](_ : _ = inf (range (sups (h^~t)))). by apply: cvg_sups_inf; [exact: f_ub|exact: f_lb]. by congr (inf [set _ | _ in _]); rewrite predeqE. move/eq_measurable_fun; apply; apply: measurable_fun_infs => //. move=> t Dt; have [M hM] := f_lb _ Dt; exists M => _ [m /= nm <-]. rewrite (@le_trans _ _ (h m t)) //; first by apply hM => /=; exists m. by apply: sup_ub; [exact/has_ubound_sdrop/f_ub|exists m => /=]. by move=> k; exact: measurable_fun_sups. Qed. Lemma measurable_fun_cvg D (h : (T -> R)^nat) f : (forall m, measurable_fun D (h m)) -> (forall x, D x -> h ^~ x --> f x) -> measurable_fun D f. Proof. move=> mf_ f_f; have fE x : D x -> f x = lim_sup (h ^~ x). move=> Dx; have /cvg_lim <-// := @cvg_sups _ (h ^~ x) (f x) (f_f _ Dx). exact: Rhausdorff. apply: (@eq_measurable_fun _ _ _ _ D (fun x => lim_sup (h ^~ x))). by move=> x; rewrite inE => Dx; rewrite -fE. apply: (@measurable_fun_lim_sup _ h) => // t Dt. - apply/bounded_fun_has_ubound/(@cvg_seq_bounded _ [normedModType R of R^o]). by apply/cvg_ex; eexists; exact: f_f. - apply/bounded_fun_has_lbound/(@cvg_seq_bounded _ [normedModType R of R^o]). by apply/cvg_ex; eexists; exact: f_f. Qed. End measurable_fun_realType. Section standard_emeasurable_fun. Variable R : realType. Lemma measurable_fun_EFin (D : set R) : measurable_fun D EFin. Proof. move=> mD; apply: (measurability (ErealGenOInfty.measurableE R)) => //. move=> /= _ [_ [x ->]] <-; move: x => [x| |]; apply: measurableI => //. - by rewrite preimage_itv_o_infty EFin_itv; exact: measurable_itv. - by rewrite [X in measurable X](_ : _ = set0)// predeqE. - by rewrite preimage_EFin_setT. Qed. Lemma measurable_fun_abse (D : set (\bar R)) : measurable_fun D abse. Proof. move=> mD; apply: (measurability (ErealGenOInfty.measurableE R)) => //. move=> /= _ [_ [x ->] <-]; move: x => [x| |]. - rewrite [X in _ @^-1` X](punct_eitv_bnd_pinfty _ x) preimage_setU setIUr. apply: measurableU; last first. rewrite preimage_abse_pinfty. by apply: measurableI => //; exact: measurableU. apply: measurableI => //; exists (normr @^-1` `]x, +oo[%classic). rewrite -[X in measurable X]setTI. by apply: measurable_fun_normr => //; exact: measurable_itv. exists set0; first by constructor. rewrite setU0 predeqE => -[y| |]; split => /= => -[r]; rewrite ?/= /= ?in_itv /= ?andbT => xr//. + by move=> [ry]; exists `|y| => //=; rewrite in_itv/= andbT -ry. + by move=> [ry]; exists y => //=; rewrite /= in_itv/= andbT -ry. - by apply: measurableI => //; rewrite itv_opinfty_pinfty preimage_set0. - apply: measurableI => //; rewrite itv_oninfty_pinfty -preimage_setC. by apply: measurableC; rewrite preimage_abse_ninfty. Qed. Lemma emeasurable_fun_minus (D : set (\bar R)) : measurable_fun D (-%E : \bar R -> \bar R). Proof. move=> mD; apply: (measurability (ErealGenCInfty.measurableE R)) => //. move=> _ [_ [x ->] <-]; rewrite (_ : _ @^-1` _ = `]-oo, (- x)%E]%classic). by apply: measurableI => //; exact: emeasurable_itv_ninfty_bnd. by rewrite predeqE => y; rewrite preimage_itv !in_itv/= andbT in_itv lee_oppr. Qed. End standard_emeasurable_fun. #[global] Hint Extern 0 (measurable_fun _ abse) => solve [exact: measurable_fun_abse] : core. #[global] Hint Extern 0 (measurable_fun _ EFin) => solve [exact: measurable_fun_EFin] : core. (* NB: real-valued function *) Lemma EFin_measurable_fun d (T : measurableType d) (R : realType) (D : set T) (g : T -> R) : measurable_fun D (EFin \o g) <-> measurable_fun D g. Proof. split=> [mf mD A mA|]; last by move=> mg; exact: measurable_fun_comp. rewrite [X in measurable X](_ : _ = D `&` (EFin \o g) @^-1` (EFin @` A)). by apply: mf => //; exists A => //; exists set0; [constructor|rewrite setU0]. congr (_ `&` _);rewrite eqEsubset; split=> [|? []/= _ /[swap] -[->//]]. by move=> ? ?; exact: preimage_image. Qed. Section emeasurable_fun. Local Open Scope ereal_scope. Variables (d : measure_display) (T : measurableType d) (R : realType). Implicit Types (D : set T). Lemma measurable_fun_einfs D (f : (T -> \bar R)^nat) : (forall n, measurable_fun D (f n)) -> forall n, measurable_fun D (fun x => einfs (f ^~ x) n). Proof. move=> mf n mD. apply: (measurability (ErealGenCInfty.measurableE R)) => //. move=> _ [_ [x ->] <-]; rewrite einfs_preimage -bigcapIr; last by exists n => /=. by apply: bigcap_measurable => ? ?; exact/mf/emeasurable_itv_bnd_pinfty. Qed. Lemma measurable_fun_esups D (f : (T -> \bar R)^nat) : (forall n, measurable_fun D (f n)) -> forall n, measurable_fun D (fun x => esups (f ^~ x) n). Proof. move=> mf n mD; apply: (measurability (ErealGenOInfty.measurableE R)) => //. move=> _ [_ [x ->] <-];rewrite esups_preimage setI_bigcupr. by apply: bigcup_measurable => ? ?; exact/mf/emeasurable_itv_bnd_pinfty. Qed. Lemma emeasurable_fun_max D (f g : T -> \bar R) : measurable_fun D f -> measurable_fun D g -> measurable_fun D (fun x => maxe (f x) (g x)). Proof. move=> mf mg mD; apply: (measurability (ErealGenCInfty.measurableE R)) => //. move=> _ [_ [x ->] <-]; rewrite [X in measurable X](_ : _ = (D `&` f @^-1` `[x, +oo[) `|` (D `&` g @^-1` `[x, +oo[)); last first. rewrite predeqE => t /=; split. by rewrite !/= /= !in_itv /= !andbT le_maxr => -[Dx /orP[|]]; tauto. by move=> [|]; rewrite !/= /= !in_itv/= !andbT le_maxr; move=> [Dx ->]//; rewrite orbT. by apply: measurableU; [exact/mf/emeasurable_itv_bnd_pinfty| exact/mg/emeasurable_itv_bnd_pinfty]. Qed. Lemma emeasurable_funN D (f : T -> \bar R) : measurable_fun D f -> measurable_fun D (\- f). Proof. by apply: measurable_fun_comp => //; exact: emeasurable_fun_minus. Qed. Lemma emeasurable_fun_funepos D (f : T -> \bar R) : measurable_fun D f -> measurable_fun D f^\+. Proof. by move=> mf; apply: emeasurable_fun_max => //; exact: measurable_fun_cst. Qed. Lemma emeasurable_fun_funeneg D (f : T -> \bar R) : measurable_fun D f -> measurable_fun D f^\-. Proof. by move=> mf; apply: emeasurable_fun_max => //; [exact: emeasurable_funN|exact: measurable_fun_cst]. Qed. Lemma emeasurable_fun_min D (f g : T -> \bar R) : measurable_fun D f -> measurable_fun D g -> measurable_fun D (fun x => mine (f x) (g x)). Proof. move=> /emeasurable_funN mf /emeasurable_funN mg. have /emeasurable_funN := emeasurable_fun_max mf mg. by apply eq_measurable_fun => i Di; rewrite -oppe_min oppeK. Qed. Lemma measurable_fun_elim_sup D (f : (T -> \bar R)^nat) : (forall n, measurable_fun D (f n)) -> measurable_fun D (fun x => elim_sup (f ^~ x)). Proof. move=> mf mD; rewrite (_ : (fun _ => _) = (fun x => ereal_inf [set esups (f^~ x) n | n in [set n | n >= 0]%N])). by apply: measurable_fun_einfs => // k; exact: measurable_fun_esups. rewrite funeqE => t; apply/cvg_lim => //. rewrite [X in _ --> X](_ : _ = ereal_inf (range (esups (f^~t)))). exact: cvg_esups_inf. by congr (ereal_inf [set _ | _ in _]); rewrite predeqE. Qed. Lemma emeasurable_fun_cvg D (f_ : (T -> \bar R)^nat) (f : T -> \bar R) : (forall m, measurable_fun D (f_ m)) -> (forall x, D x -> f_ ^~ x --> f x) -> measurable_fun D f. Proof. move=> mf_ f_f; have fE x : D x -> f x = elim_sup (f_^~ x). by move=> Dx; have /cvg_lim <-// := @cvg_esups _ (f_^~x) (f x) (f_f x Dx). apply: (measurable_fun_ext (fun x => elim_sup (f_ ^~ x))) => //. by move=> x; rewrite inE => Dx; rewrite fE. exact: measurable_fun_elim_sup. Qed. End emeasurable_fun. Arguments emeasurable_fun_cvg {d T R D} f_.