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Pi.lean
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/-
Copyright (c) 2020 Floris van Doorn. All rights reserved.
Released under Apache 2.0 license as described in the file LICENSE.
Authors: Floris van Doorn
-/
import Mathlib.MeasureTheory.Constructions.Prod.Basic
import Mathlib.MeasureTheory.Group.Measure
import Mathlib.Topology.Constructions
#align_import measure_theory.constructions.pi from "leanprover-community/mathlib"@"fd5edc43dc4f10b85abfe544b88f82cf13c5f844"
/-!
# Product measures
In this file we define and prove properties about finite products of measures
(and at some point, countable products of measures).
## Main definition
* `MeasureTheory.Measure.pi`: The product of finitely many σ-finite measures.
Given `μ : (i : ι) → Measure (α i)` for `[Fintype ι]` it has type `Measure ((i : ι) → α i)`.
To apply Fubini's theorem or Tonelli's theorem along some subset, we recommend using the marginal
construction `MeasureTheory.lmarginal` and (todo) `MeasureTheory.marginal`. This allows you to
apply the theorems without any bookkeeping with measurable equivalences.
## Implementation Notes
We define `MeasureTheory.OuterMeasure.pi`, the product of finitely many outer measures, as the
maximal outer measure `n` with the property that `n (pi univ s) ≤ ∏ i, m i (s i)`,
where `pi univ s` is the product of the sets `{s i | i : ι}`.
We then show that this induces a product of measures, called `MeasureTheory.Measure.pi`.
For a collection of σ-finite measures `μ` and a collection of measurable sets `s` we show that
`Measure.pi μ (pi univ s) = ∏ i, m i (s i)`. To do this, we follow the following steps:
* We know that there is some ordering on `ι`, given by an element of `[Countable ι]`.
* Using this, we have an equivalence `MeasurableEquiv.piMeasurableEquivTProd` between
`∀ ι, α i` and an iterated product of `α i`, called `List.tprod α l` for some list `l`.
* On this iterated product we can easily define a product measure `MeasureTheory.Measure.tprod`
by iterating `MeasureTheory.Measure.prod`
* Using the previous two steps we construct `MeasureTheory.Measure.pi'` on `(i : ι) → α i` for
countable `ι`.
* We know that `MeasureTheory.Measure.pi'` sends products of sets to products of measures, and
since `MeasureTheory.Measure.pi` is the maximal such measure (or at least, it comes from an outer
measure which is the maximal such outer measure), we get the same rule for
`MeasureTheory.Measure.pi`.
## Tags
finitary product measure
-/
noncomputable section
open Function Set MeasureTheory.OuterMeasure Filter MeasurableSpace Encodable
open scoped Classical Topology ENNReal
universe u v
variable {ι ι' : Type*} {α : ι → Type*}
/-! We start with some measurability properties -/
/-- Boxes formed by π-systems form a π-system. -/
theorem IsPiSystem.pi {C : ∀ i, Set (Set (α i))} (hC : ∀ i, IsPiSystem (C i)) :
IsPiSystem (pi univ '' pi univ C) := by
rintro _ ⟨s₁, hs₁, rfl⟩ _ ⟨s₂, hs₂, rfl⟩ hst
rw [← pi_inter_distrib] at hst ⊢; rw [univ_pi_nonempty_iff] at hst
exact mem_image_of_mem _ fun i _ => hC i _ (hs₁ i (mem_univ i)) _ (hs₂ i (mem_univ i)) (hst i)
#align is_pi_system.pi IsPiSystem.pi
/-- Boxes form a π-system. -/
theorem isPiSystem_pi [∀ i, MeasurableSpace (α i)] :
IsPiSystem (pi univ '' pi univ fun i => { s : Set (α i) | MeasurableSet s }) :=
IsPiSystem.pi fun _ => isPiSystem_measurableSet
#align is_pi_system_pi isPiSystem_pi
section Finite
variable [Finite ι] [Finite ι']
/-- Boxes of countably spanning sets are countably spanning. -/
theorem IsCountablySpanning.pi {C : ∀ i, Set (Set (α i))} (hC : ∀ i, IsCountablySpanning (C i)) :
IsCountablySpanning (pi univ '' pi univ C) := by
choose s h1s h2s using hC
cases nonempty_encodable (ι → ℕ)
let e : ℕ → ι → ℕ := fun n => (@decode (ι → ℕ) _ n).iget
refine ⟨fun n => Set.pi univ fun i => s i (e n i), fun n =>
mem_image_of_mem _ fun i _ => h1s i _, ?_⟩
simp_rw [(surjective_decode_iget (ι → ℕ)).iUnion_comp fun x => Set.pi univ fun i => s i (x i),
iUnion_univ_pi s, h2s, pi_univ]
#align is_countably_spanning.pi IsCountablySpanning.pi
/-- The product of generated σ-algebras is the one generated by boxes, if both generating sets
are countably spanning. -/
theorem generateFrom_pi_eq {C : ∀ i, Set (Set (α i))} (hC : ∀ i, IsCountablySpanning (C i)) :
(@MeasurableSpace.pi _ _ fun i => generateFrom (C i)) =
generateFrom (pi univ '' pi univ C) := by
cases nonempty_encodable ι
apply le_antisymm
· refine iSup_le ?_; intro i; rw [comap_generateFrom]
apply generateFrom_le; rintro _ ⟨s, hs, rfl⟩; dsimp
choose t h1t h2t using hC
simp_rw [eval_preimage, ← h2t]
rw [← @iUnion_const _ ℕ _ s]
have : Set.pi univ (update (fun i' : ι => iUnion (t i')) i (⋃ _ : ℕ, s)) =
Set.pi univ fun k => ⋃ j : ℕ,
@update ι (fun i' => Set (α i')) _ (fun i' => t i' j) i s k := by
ext; simp_rw [mem_univ_pi]; apply forall_congr'; intro i'
by_cases h : i' = i
· subst h; simp
· rw [← Ne] at h; simp [h]
rw [this, ← iUnion_univ_pi]
apply MeasurableSet.iUnion
intro n; apply measurableSet_generateFrom
apply mem_image_of_mem; intro j _; dsimp only
by_cases h : j = i
· subst h; rwa [update_same]
· rw [update_noteq h]; apply h1t
· apply generateFrom_le; rintro _ ⟨s, hs, rfl⟩
rw [univ_pi_eq_iInter]; apply MeasurableSet.iInter; intro i
apply @measurable_pi_apply _ _ (fun i => generateFrom (C i))
exact measurableSet_generateFrom (hs i (mem_univ i))
#align generate_from_pi_eq generateFrom_pi_eq
/-- If `C` and `D` generate the σ-algebras on `α` resp. `β`, then rectangles formed by `C` and `D`
generate the σ-algebra on `α × β`. -/
theorem generateFrom_eq_pi [h : ∀ i, MeasurableSpace (α i)] {C : ∀ i, Set (Set (α i))}
(hC : ∀ i, generateFrom (C i) = h i) (h2C : ∀ i, IsCountablySpanning (C i)) :
generateFrom (pi univ '' pi univ C) = MeasurableSpace.pi := by
simp only [← funext hC, generateFrom_pi_eq h2C]
#align generate_from_eq_pi generateFrom_eq_pi
/-- The product σ-algebra is generated from boxes, i.e. `s ×ˢ t` for sets `s : set α` and
`t : set β`. -/
theorem generateFrom_pi [∀ i, MeasurableSpace (α i)] :
generateFrom (pi univ '' pi univ fun i => { s : Set (α i) | MeasurableSet s }) =
MeasurableSpace.pi :=
generateFrom_eq_pi (fun _ => generateFrom_measurableSet) fun _ =>
isCountablySpanning_measurableSet
#align generate_from_pi generateFrom_pi
end Finite
namespace MeasureTheory
variable [Fintype ι] {m : ∀ i, OuterMeasure (α i)}
/-- An upper bound for the measure in a finite product space.
It is defined to by taking the image of the set under all projections, and taking the product
of the measures of these images.
For measurable boxes it is equal to the correct measure. -/
@[simp]
def piPremeasure (m : ∀ i, OuterMeasure (α i)) (s : Set (∀ i, α i)) : ℝ≥0∞ :=
∏ i, m i (eval i '' s)
#align measure_theory.pi_premeasure MeasureTheory.piPremeasure
theorem piPremeasure_pi {s : ∀ i, Set (α i)} (hs : (pi univ s).Nonempty) :
piPremeasure m (pi univ s) = ∏ i, m i (s i) := by simp [hs, piPremeasure]
#align measure_theory.pi_premeasure_pi MeasureTheory.piPremeasure_pi
theorem piPremeasure_pi' {s : ∀ i, Set (α i)} : piPremeasure m (pi univ s) = ∏ i, m i (s i) := by
cases isEmpty_or_nonempty ι
· simp [piPremeasure]
rcases (pi univ s).eq_empty_or_nonempty with h | h
· rcases univ_pi_eq_empty_iff.mp h with ⟨i, hi⟩
have : ∃ i, m i (s i) = 0 := ⟨i, by simp [hi]⟩
simpa [h, Finset.card_univ, zero_pow Fintype.card_ne_zero, @eq_comm _ (0 : ℝ≥0∞),
Finset.prod_eq_zero_iff, piPremeasure]
· simp [h, piPremeasure]
#align measure_theory.pi_premeasure_pi' MeasureTheory.piPremeasure_pi'
theorem piPremeasure_pi_mono {s t : Set (∀ i, α i)} (h : s ⊆ t) :
piPremeasure m s ≤ piPremeasure m t :=
Finset.prod_le_prod' fun _ _ => measure_mono (image_subset _ h)
#align measure_theory.pi_premeasure_pi_mono MeasureTheory.piPremeasure_pi_mono
theorem piPremeasure_pi_eval {s : Set (∀ i, α i)} :
piPremeasure m (pi univ fun i => eval i '' s) = piPremeasure m s := by
simp only [eval, piPremeasure_pi']; rfl
#align measure_theory.pi_premeasure_pi_eval MeasureTheory.piPremeasure_pi_eval
namespace OuterMeasure
/-- `OuterMeasure.pi m` is the finite product of the outer measures `{m i | i : ι}`.
It is defined to be the maximal outer measure `n` with the property that
`n (pi univ s) ≤ ∏ i, m i (s i)`, where `pi univ s` is the product of the sets
`{s i | i : ι}`. -/
protected def pi (m : ∀ i, OuterMeasure (α i)) : OuterMeasure (∀ i, α i) :=
boundedBy (piPremeasure m)
#align measure_theory.outer_measure.pi MeasureTheory.OuterMeasure.pi
theorem pi_pi_le (m : ∀ i, OuterMeasure (α i)) (s : ∀ i, Set (α i)) :
OuterMeasure.pi m (pi univ s) ≤ ∏ i, m i (s i) := by
rcases (pi univ s).eq_empty_or_nonempty with h | h
· simp [h]
exact (boundedBy_le _).trans_eq (piPremeasure_pi h)
#align measure_theory.outer_measure.pi_pi_le MeasureTheory.OuterMeasure.pi_pi_le
theorem le_pi {m : ∀ i, OuterMeasure (α i)} {n : OuterMeasure (∀ i, α i)} :
n ≤ OuterMeasure.pi m ↔
∀ s : ∀ i, Set (α i), (pi univ s).Nonempty → n (pi univ s) ≤ ∏ i, m i (s i) := by
rw [OuterMeasure.pi, le_boundedBy']; constructor
· intro h s hs; refine (h _ hs).trans_eq (piPremeasure_pi hs)
· intro h s hs; refine le_trans (n.mono <| subset_pi_eval_image univ s) (h _ ?_)
simp [univ_pi_nonempty_iff, hs]
#align measure_theory.outer_measure.le_pi MeasureTheory.OuterMeasure.le_pi
end OuterMeasure
namespace Measure
variable [∀ i, MeasurableSpace (α i)] (μ : ∀ i, Measure (α i))
section Tprod
open List
variable {δ : Type*} {π : δ → Type*} [∀ x, MeasurableSpace (π x)]
-- for some reason the equation compiler doesn't like this definition
/-- A product of measures in `tprod α l`. -/
protected def tprod (l : List δ) (μ : ∀ i, Measure (π i)) : Measure (TProd π l) := by
induction' l with i l ih
· exact dirac PUnit.unit
· have := (μ i).prod (α := π i) ih
exact this
#align measure_theory.measure.tprod MeasureTheory.Measure.tprod
@[simp]
theorem tprod_nil (μ : ∀ i, Measure (π i)) : Measure.tprod [] μ = dirac PUnit.unit :=
rfl
#align measure_theory.measure.tprod_nil MeasureTheory.Measure.tprod_nil
@[simp]
theorem tprod_cons (i : δ) (l : List δ) (μ : ∀ i, Measure (π i)) :
Measure.tprod (i :: l) μ = (μ i).prod (Measure.tprod l μ) :=
rfl
#align measure_theory.measure.tprod_cons MeasureTheory.Measure.tprod_cons
instance sigmaFinite_tprod (l : List δ) (μ : ∀ i, Measure (π i)) [∀ i, SigmaFinite (μ i)] :
SigmaFinite (Measure.tprod l μ) := by
induction l with
| nil => rw [tprod_nil]; infer_instance
| cons i l ih => rw [tprod_cons]; exact @prod.instSigmaFinite _ _ _ _ _ _ _ ih
#align measure_theory.measure.sigma_finite_tprod MeasureTheory.Measure.sigmaFinite_tprod
theorem tprod_tprod (l : List δ) (μ : ∀ i, Measure (π i)) [∀ i, SigmaFinite (μ i)]
(s : ∀ i, Set (π i)) :
Measure.tprod l μ (Set.tprod l s) = (l.map fun i => (μ i) (s i)).prod := by
induction l with
| nil => simp
| cons a l ih =>
rw [tprod_cons, Set.tprod]
erw [prod_prod] -- TODO: why `rw` fails?
rw [map_cons, prod_cons, ih]
#align measure_theory.measure.tprod_tprod MeasureTheory.Measure.tprod_tprod
end Tprod
section Encodable
open List MeasurableEquiv
variable [Encodable ι]
/-- The product measure on an encodable finite type, defined by mapping `Measure.tprod` along the
equivalence `MeasurableEquiv.piMeasurableEquivTProd`.
The definition `MeasureTheory.Measure.pi` should be used instead of this one. -/
def pi' : Measure (∀ i, α i) :=
Measure.map (TProd.elim' mem_sortedUniv) (Measure.tprod (sortedUniv ι) μ)
#align measure_theory.measure.pi' MeasureTheory.Measure.pi'
theorem pi'_pi [∀ i, SigmaFinite (μ i)] (s : ∀ i, Set (α i)) :
pi' μ (pi univ s) = ∏ i, μ i (s i) := by
rw [pi']
rw [← MeasurableEquiv.piMeasurableEquivTProd_symm_apply, MeasurableEquiv.map_apply,
MeasurableEquiv.piMeasurableEquivTProd_symm_apply, elim_preimage_pi, tprod_tprod _ μ, ←
List.prod_toFinset, sortedUniv_toFinset] <;>
exact sortedUniv_nodup ι
#align measure_theory.measure.pi'_pi MeasureTheory.Measure.pi'_pi
end Encodable
theorem pi_caratheodory :
MeasurableSpace.pi ≤ (OuterMeasure.pi fun i => (μ i).toOuterMeasure).caratheodory := by
refine iSup_le ?_
intro i s hs
rw [MeasurableSpace.comap] at hs
rcases hs with ⟨s, hs, rfl⟩
apply boundedBy_caratheodory
intro t
simp_rw [piPremeasure]
refine Finset.prod_add_prod_le' (Finset.mem_univ i) ?_ ?_ ?_
· simp [image_inter_preimage, image_diff_preimage, measure_inter_add_diff _ hs, le_refl]
· rintro j - _; gcongr; apply inter_subset_left
· rintro j - _; gcongr; apply diff_subset
#align measure_theory.measure.pi_caratheodory MeasureTheory.Measure.pi_caratheodory
/-- `Measure.pi μ` is the finite product of the measures `{μ i | i : ι}`.
It is defined to be measure corresponding to `MeasureTheory.OuterMeasure.pi`. -/
protected irreducible_def pi : Measure (∀ i, α i) :=
toMeasure (OuterMeasure.pi fun i => (μ i).toOuterMeasure) (pi_caratheodory μ)
#align measure_theory.measure.pi MeasureTheory.Measure.pi
-- Porting note: moved from below so that instances about `Measure.pi` and `MeasureSpace.pi`
-- go together
instance _root_.MeasureTheory.MeasureSpace.pi {α : ι → Type*} [∀ i, MeasureSpace (α i)] :
MeasureSpace (∀ i, α i) :=
⟨Measure.pi fun _ => volume⟩
#align measure_theory.measure_space.pi MeasureTheory.MeasureSpace.pi
theorem pi_pi_aux [∀ i, SigmaFinite (μ i)] (s : ∀ i, Set (α i)) (hs : ∀ i, MeasurableSet (s i)) :
Measure.pi μ (pi univ s) = ∏ i, μ i (s i) := by
refine le_antisymm ?_ ?_
· rw [Measure.pi, toMeasure_apply _ _ (MeasurableSet.pi countable_univ fun i _ => hs i)]
apply OuterMeasure.pi_pi_le
· haveI : Encodable ι := Fintype.toEncodable ι
simp_rw [← pi'_pi μ s, Measure.pi,
toMeasure_apply _ _ (MeasurableSet.pi countable_univ fun i _ => hs i)]
suffices (pi' μ).toOuterMeasure ≤ OuterMeasure.pi fun i => (μ i).toOuterMeasure by exact this _
clear hs s
rw [OuterMeasure.le_pi]
intro s _
exact (pi'_pi μ s).le
#align measure_theory.measure.pi_pi_aux MeasureTheory.Measure.pi_pi_aux
variable {μ}
/-- `Measure.pi μ` has finite spanning sets in rectangles of finite spanning sets. -/
def FiniteSpanningSetsIn.pi {C : ∀ i, Set (Set (α i))}
(hμ : ∀ i, (μ i).FiniteSpanningSetsIn (C i)) :
(Measure.pi μ).FiniteSpanningSetsIn (pi univ '' pi univ C) := by
haveI := fun i => (hμ i).sigmaFinite
haveI := Fintype.toEncodable ι
refine ⟨fun n => Set.pi univ fun i => (hμ i).set ((@decode (ι → ℕ) _ n).iget i),
fun n => ?_, fun n => ?_, ?_⟩ <;>
-- TODO (kmill) If this let comes before the refine, while the noncomputability checker
-- correctly sees this definition is computable, the Lean VM fails to see the binding is
-- computationally irrelevant. The `noncomputable section` doesn't help because all it does
-- is insert `noncomputable` for you when necessary.
let e : ℕ → ι → ℕ := fun n => (@decode (ι → ℕ) _ n).iget
· refine mem_image_of_mem _ fun i _ => (hμ i).set_mem _
· calc
Measure.pi μ (Set.pi univ fun i => (hμ i).set (e n i)) ≤
Measure.pi μ (Set.pi univ fun i => toMeasurable (μ i) ((hμ i).set (e n i))) :=
measure_mono (pi_mono fun i _ => subset_toMeasurable _ _)
_ = ∏ i, μ i (toMeasurable (μ i) ((hμ i).set (e n i))) :=
(pi_pi_aux μ _ fun i => measurableSet_toMeasurable _ _)
_ = ∏ i, μ i ((hμ i).set (e n i)) := by simp only [measure_toMeasurable]
_ < ∞ := ENNReal.prod_lt_top fun i _ => ((hμ i).finite _).ne
· simp_rw [(surjective_decode_iget (ι → ℕ)).iUnion_comp fun x =>
Set.pi univ fun i => (hμ i).set (x i),
iUnion_univ_pi fun i => (hμ i).set, (hμ _).spanning, Set.pi_univ]
#align measure_theory.measure.finite_spanning_sets_in.pi MeasureTheory.Measure.FiniteSpanningSetsIn.pi
/-- A measure on a finite product space equals the product measure if they are equal on rectangles
with as sides sets that generate the corresponding σ-algebras. -/
theorem pi_eq_generateFrom {C : ∀ i, Set (Set (α i))}
(hC : ∀ i, generateFrom (C i) = by apply_assumption) (h2C : ∀ i, IsPiSystem (C i))
(h3C : ∀ i, (μ i).FiniteSpanningSetsIn (C i)) {μν : Measure (∀ i, α i)}
(h₁ : ∀ s : ∀ i, Set (α i), (∀ i, s i ∈ C i) → μν (pi univ s) = ∏ i, μ i (s i)) :
Measure.pi μ = μν := by
have h4C : ∀ (i) (s : Set (α i)), s ∈ C i → MeasurableSet s := by
intro i s hs; rw [← hC]; exact measurableSet_generateFrom hs
refine
(FiniteSpanningSetsIn.pi h3C).ext
(generateFrom_eq_pi hC fun i => (h3C i).isCountablySpanning).symm (IsPiSystem.pi h2C) ?_
rintro _ ⟨s, hs, rfl⟩
rw [mem_univ_pi] at hs
haveI := fun i => (h3C i).sigmaFinite
simp_rw [h₁ s hs, pi_pi_aux μ s fun i => h4C i _ (hs i)]
#align measure_theory.measure.pi_eq_generate_from MeasureTheory.Measure.pi_eq_generateFrom
variable [∀ i, SigmaFinite (μ i)]
/-- A measure on a finite product space equals the product measure if they are equal on
rectangles. -/
theorem pi_eq {μ' : Measure (∀ i, α i)}
(h : ∀ s : ∀ i, Set (α i), (∀ i, MeasurableSet (s i)) → μ' (pi univ s) = ∏ i, μ i (s i)) :
Measure.pi μ = μ' :=
pi_eq_generateFrom (fun _ => generateFrom_measurableSet) (fun _ => isPiSystem_measurableSet)
(fun i => (μ i).toFiniteSpanningSetsIn) h
#align measure_theory.measure.pi_eq MeasureTheory.Measure.pi_eq
variable (μ)
theorem pi'_eq_pi [Encodable ι] : pi' μ = Measure.pi μ :=
Eq.symm <| pi_eq fun s _ => pi'_pi μ s
#align measure_theory.measure.pi'_eq_pi MeasureTheory.Measure.pi'_eq_pi
@[simp]
theorem pi_pi (s : ∀ i, Set (α i)) : Measure.pi μ (pi univ s) = ∏ i, μ i (s i) := by
haveI : Encodable ι := Fintype.toEncodable ι
rw [← pi'_eq_pi, pi'_pi]
#align measure_theory.measure.pi_pi MeasureTheory.Measure.pi_pi
nonrec theorem pi_univ : Measure.pi μ univ = ∏ i, μ i univ := by rw [← pi_univ, pi_pi μ]
#align measure_theory.measure.pi_univ MeasureTheory.Measure.pi_univ
theorem pi_ball [∀ i, MetricSpace (α i)] (x : ∀ i, α i) {r : ℝ} (hr : 0 < r) :
Measure.pi μ (Metric.ball x r) = ∏ i, μ i (Metric.ball (x i) r) := by rw [ball_pi _ hr, pi_pi]
#align measure_theory.measure.pi_ball MeasureTheory.Measure.pi_ball
theorem pi_closedBall [∀ i, MetricSpace (α i)] (x : ∀ i, α i) {r : ℝ} (hr : 0 ≤ r) :
Measure.pi μ (Metric.closedBall x r) = ∏ i, μ i (Metric.closedBall (x i) r) := by
rw [closedBall_pi _ hr, pi_pi]
#align measure_theory.measure.pi_closed_ball MeasureTheory.Measure.pi_closedBall
instance pi.sigmaFinite : SigmaFinite (Measure.pi μ) :=
(FiniteSpanningSetsIn.pi fun i => (μ i).toFiniteSpanningSetsIn).sigmaFinite
#align measure_theory.measure.pi.sigma_finite MeasureTheory.Measure.pi.sigmaFinite
instance {α : ι → Type*} [∀ i, MeasureSpace (α i)] [∀ i, SigmaFinite (volume : Measure (α i))] :
SigmaFinite (volume : Measure (∀ i, α i)) :=
pi.sigmaFinite _
instance pi.instIsFiniteMeasure [∀ i, IsFiniteMeasure (μ i)] :
IsFiniteMeasure (Measure.pi μ) :=
⟨Measure.pi_univ μ ▸ ENNReal.prod_lt_top (fun i _ ↦ measure_ne_top (μ i) _)⟩
instance {α : ι → Type*} [∀ i, MeasureSpace (α i)] [∀ i, IsFiniteMeasure (volume : Measure (α i))] :
IsFiniteMeasure (volume : Measure (∀ i, α i)) :=
pi.instIsFiniteMeasure _
instance pi.instIsProbabilityMeasure [∀ i, IsProbabilityMeasure (μ i)] :
IsProbabilityMeasure (Measure.pi μ) :=
⟨by simp only [Measure.pi_univ, measure_univ, Finset.prod_const_one]⟩
instance {α : ι → Type*} [∀ i, MeasureSpace (α i)]
[∀ i, IsProbabilityMeasure (volume : Measure (α i))] :
IsProbabilityMeasure (volume : Measure (∀ i, α i)) :=
pi.instIsProbabilityMeasure _
theorem pi_of_empty {α : Type*} [Fintype α] [IsEmpty α] {β : α → Type*}
{m : ∀ a, MeasurableSpace (β a)} (μ : ∀ a : α, Measure (β a)) (x : ∀ a, β a := isEmptyElim) :
Measure.pi μ = dirac x := by
haveI : ∀ a, SigmaFinite (μ a) := isEmptyElim
refine pi_eq fun s _ => ?_
rw [Fintype.prod_empty, dirac_apply_of_mem]
exact isEmptyElim (α := α)
#align measure_theory.measure.pi_of_empty MeasureTheory.Measure.pi_of_empty
lemma volume_pi_eq_dirac {ι : Type*} [Fintype ι] [IsEmpty ι]
{α : ι → Type*} [∀ i, MeasureSpace (α i)] (x : ∀ a, α a := isEmptyElim) :
(volume : Measure (∀ i, α i)) = Measure.dirac x :=
Measure.pi_of_empty _ _
@[simp]
theorem pi_empty_univ {α : Type*} [Fintype α] [IsEmpty α] {β : α → Type*}
{m : ∀ α, MeasurableSpace (β α)} (μ : ∀ a : α, Measure (β a)) :
Measure.pi μ (Set.univ) = 1 := by
rw [pi_of_empty, measure_univ]
theorem pi_eval_preimage_null {i : ι} {s : Set (α i)} (hs : μ i s = 0) :
Measure.pi μ (eval i ⁻¹' s) = 0 := by
-- WLOG, `s` is measurable
rcases exists_measurable_superset_of_null hs with ⟨t, hst, _, hμt⟩
suffices Measure.pi μ (eval i ⁻¹' t) = 0 from measure_mono_null (preimage_mono hst) this
-- Now rewrite it as `Set.pi`, and apply `pi_pi`
rw [← univ_pi_update_univ, pi_pi]
apply Finset.prod_eq_zero (Finset.mem_univ i)
simp [hμt]
#align measure_theory.measure.pi_eval_preimage_null MeasureTheory.Measure.pi_eval_preimage_null
theorem pi_hyperplane (i : ι) [NoAtoms (μ i)] (x : α i) :
Measure.pi μ { f : ∀ i, α i | f i = x } = 0 :=
show Measure.pi μ (eval i ⁻¹' {x}) = 0 from pi_eval_preimage_null _ (measure_singleton x)
#align measure_theory.measure.pi_hyperplane MeasureTheory.Measure.pi_hyperplane
theorem ae_eval_ne (i : ι) [NoAtoms (μ i)] (x : α i) : ∀ᵐ y : ∀ i, α i ∂Measure.pi μ, y i ≠ x :=
compl_mem_ae_iff.2 (pi_hyperplane μ i x)
#align measure_theory.measure.ae_eval_ne MeasureTheory.Measure.ae_eval_ne
variable {μ}
theorem tendsto_eval_ae_ae {i : ι} : Tendsto (eval i) (ae (Measure.pi μ)) (ae (μ i)) := fun _ hs =>
pi_eval_preimage_null μ hs
#align measure_theory.measure.tendsto_eval_ae_ae MeasureTheory.Measure.tendsto_eval_ae_ae
theorem ae_pi_le_pi : ae (Measure.pi μ) ≤ Filter.pi fun i => ae (μ i) :=
le_iInf fun _ => tendsto_eval_ae_ae.le_comap
#align measure_theory.measure.ae_pi_le_pi MeasureTheory.Measure.ae_pi_le_pi
theorem ae_eq_pi {β : ι → Type*} {f f' : ∀ i, α i → β i} (h : ∀ i, f i =ᵐ[μ i] f' i) :
(fun (x : ∀ i, α i) i => f i (x i)) =ᵐ[Measure.pi μ] fun x i => f' i (x i) :=
(eventually_all.2 fun i => tendsto_eval_ae_ae.eventually (h i)).mono fun _ hx => funext hx
#align measure_theory.measure.ae_eq_pi MeasureTheory.Measure.ae_eq_pi
theorem ae_le_pi {β : ι → Type*} [∀ i, Preorder (β i)] {f f' : ∀ i, α i → β i}
(h : ∀ i, f i ≤ᵐ[μ i] f' i) :
(fun (x : ∀ i, α i) i => f i (x i)) ≤ᵐ[Measure.pi μ] fun x i => f' i (x i) :=
(eventually_all.2 fun i => tendsto_eval_ae_ae.eventually (h i)).mono fun _ hx => hx
#align measure_theory.measure.ae_le_pi MeasureTheory.Measure.ae_le_pi
theorem ae_le_set_pi {I : Set ι} {s t : ∀ i, Set (α i)} (h : ∀ i ∈ I, s i ≤ᵐ[μ i] t i) :
Set.pi I s ≤ᵐ[Measure.pi μ] Set.pi I t :=
((eventually_all_finite I.toFinite).2 fun i hi => tendsto_eval_ae_ae.eventually (h i hi)).mono
fun _ hst hx i hi => hst i hi <| hx i hi
#align measure_theory.measure.ae_le_set_pi MeasureTheory.Measure.ae_le_set_pi
theorem ae_eq_set_pi {I : Set ι} {s t : ∀ i, Set (α i)} (h : ∀ i ∈ I, s i =ᵐ[μ i] t i) :
Set.pi I s =ᵐ[Measure.pi μ] Set.pi I t :=
(ae_le_set_pi fun i hi => (h i hi).le).antisymm (ae_le_set_pi fun i hi => (h i hi).symm.le)
#align measure_theory.measure.ae_eq_set_pi MeasureTheory.Measure.ae_eq_set_pi
lemma pi_map_piCongrLeft [hι' : Fintype ι'] (e : ι ≃ ι') {β : ι' → Type*}
[∀ i, MeasurableSpace (β i)] (μ : (i : ι') → Measure (β i)) [∀ i, SigmaFinite (μ i)] :
(Measure.pi fun i ↦ μ (e i)).map (MeasurableEquiv.piCongrLeft (fun i ↦ β i) e)
= Measure.pi μ := by
let e_meas : ((b : ι) → β (e b)) ≃ᵐ ((a : ι') → β a) :=
MeasurableEquiv.piCongrLeft (fun i ↦ β i) e
refine Measure.pi_eq (fun s _ ↦ ?_) |>.symm
rw [e_meas.measurableEmbedding.map_apply]
let s' : (i : ι) → Set (β (e i)) := fun i ↦ s (e i)
have : e_meas ⁻¹' pi univ s = pi univ s' := by
ext x
simp only [mem_preimage, Set.mem_pi, mem_univ, forall_true_left, s']
refine (e.forall_congr ?_).symm
intro i
rw [MeasurableEquiv.piCongrLeft_apply_apply e x i]
rw [this, pi_pi, Finset.prod_equiv e.symm]
· simp only [Finset.mem_univ, implies_true]
intro i _
simp only [s']
congr
all_goals rw [e.apply_symm_apply]
lemma pi_map_piOptionEquivProd {β : Option ι → Type*} [∀ i, MeasurableSpace (β i)]
(μ : (i : Option ι) → Measure (β i)) [∀ (i : Option ι), SigmaFinite (μ i)] :
((Measure.pi fun i ↦ μ (some i)).prod (μ none)).map
(MeasurableEquiv.piOptionEquivProd β).symm = Measure.pi μ := by
refine pi_eq (fun s _ ↦ ?_) |>.symm
let e_meas : ((i : ι) → β (some i)) × β none ≃ᵐ ((i : Option ι) → β i) :=
MeasurableEquiv.piOptionEquivProd β |>.symm
have me := MeasurableEquiv.measurableEmbedding e_meas
have : e_meas ⁻¹' pi univ s = (pi univ (fun i ↦ s (some i))) ×ˢ (s none) := by
ext x
simp only [mem_preimage, Set.mem_pi, mem_univ, forall_true_left, mem_prod]
refine ⟨by tauto, fun _ i ↦ ?_⟩
rcases i <;> tauto
simp only [me.map_apply, univ_option, le_eq_subset, Finset.prod_insertNone, this, prod_prod,
pi_pi, mul_comm]
section Intervals
variable [∀ i, PartialOrder (α i)] [∀ i, NoAtoms (μ i)]
theorem pi_Iio_ae_eq_pi_Iic {s : Set ι} {f : ∀ i, α i} :
(pi s fun i => Iio (f i)) =ᵐ[Measure.pi μ] pi s fun i => Iic (f i) :=
ae_eq_set_pi fun _ _ => Iio_ae_eq_Iic
#align measure_theory.measure.pi_Iio_ae_eq_pi_Iic MeasureTheory.Measure.pi_Iio_ae_eq_pi_Iic
theorem pi_Ioi_ae_eq_pi_Ici {s : Set ι} {f : ∀ i, α i} :
(pi s fun i => Ioi (f i)) =ᵐ[Measure.pi μ] pi s fun i => Ici (f i) :=
ae_eq_set_pi fun _ _ => Ioi_ae_eq_Ici
#align measure_theory.measure.pi_Ioi_ae_eq_pi_Ici MeasureTheory.Measure.pi_Ioi_ae_eq_pi_Ici
theorem univ_pi_Iio_ae_eq_Iic {f : ∀ i, α i} :
(pi univ fun i => Iio (f i)) =ᵐ[Measure.pi μ] Iic f := by
rw [← pi_univ_Iic]; exact pi_Iio_ae_eq_pi_Iic
#align measure_theory.measure.univ_pi_Iio_ae_eq_Iic MeasureTheory.Measure.univ_pi_Iio_ae_eq_Iic
theorem univ_pi_Ioi_ae_eq_Ici {f : ∀ i, α i} :
(pi univ fun i => Ioi (f i)) =ᵐ[Measure.pi μ] Ici f := by
rw [← pi_univ_Ici]; exact pi_Ioi_ae_eq_pi_Ici
#align measure_theory.measure.univ_pi_Ioi_ae_eq_Ici MeasureTheory.Measure.univ_pi_Ioi_ae_eq_Ici
theorem pi_Ioo_ae_eq_pi_Icc {s : Set ι} {f g : ∀ i, α i} :
(pi s fun i => Ioo (f i) (g i)) =ᵐ[Measure.pi μ] pi s fun i => Icc (f i) (g i) :=
ae_eq_set_pi fun _ _ => Ioo_ae_eq_Icc
#align measure_theory.measure.pi_Ioo_ae_eq_pi_Icc MeasureTheory.Measure.pi_Ioo_ae_eq_pi_Icc
theorem pi_Ioo_ae_eq_pi_Ioc {s : Set ι} {f g : ∀ i, α i} :
(pi s fun i => Ioo (f i) (g i)) =ᵐ[Measure.pi μ] pi s fun i => Ioc (f i) (g i) :=
ae_eq_set_pi fun _ _ => Ioo_ae_eq_Ioc
#align measure_theory.measure.pi_Ioo_ae_eq_pi_Ioc MeasureTheory.Measure.pi_Ioo_ae_eq_pi_Ioc
theorem univ_pi_Ioo_ae_eq_Icc {f g : ∀ i, α i} :
(pi univ fun i => Ioo (f i) (g i)) =ᵐ[Measure.pi μ] Icc f g := by
rw [← pi_univ_Icc]; exact pi_Ioo_ae_eq_pi_Icc
#align measure_theory.measure.univ_pi_Ioo_ae_eq_Icc MeasureTheory.Measure.univ_pi_Ioo_ae_eq_Icc
theorem pi_Ioc_ae_eq_pi_Icc {s : Set ι} {f g : ∀ i, α i} :
(pi s fun i => Ioc (f i) (g i)) =ᵐ[Measure.pi μ] pi s fun i => Icc (f i) (g i) :=
ae_eq_set_pi fun _ _ => Ioc_ae_eq_Icc
#align measure_theory.measure.pi_Ioc_ae_eq_pi_Icc MeasureTheory.Measure.pi_Ioc_ae_eq_pi_Icc
theorem univ_pi_Ioc_ae_eq_Icc {f g : ∀ i, α i} :
(pi univ fun i => Ioc (f i) (g i)) =ᵐ[Measure.pi μ] Icc f g := by
rw [← pi_univ_Icc]; exact pi_Ioc_ae_eq_pi_Icc
#align measure_theory.measure.univ_pi_Ioc_ae_eq_Icc MeasureTheory.Measure.univ_pi_Ioc_ae_eq_Icc
theorem pi_Ico_ae_eq_pi_Icc {s : Set ι} {f g : ∀ i, α i} :
(pi s fun i => Ico (f i) (g i)) =ᵐ[Measure.pi μ] pi s fun i => Icc (f i) (g i) :=
ae_eq_set_pi fun _ _ => Ico_ae_eq_Icc
#align measure_theory.measure.pi_Ico_ae_eq_pi_Icc MeasureTheory.Measure.pi_Ico_ae_eq_pi_Icc
theorem univ_pi_Ico_ae_eq_Icc {f g : ∀ i, α i} :
(pi univ fun i => Ico (f i) (g i)) =ᵐ[Measure.pi μ] Icc f g := by
rw [← pi_univ_Icc]; exact pi_Ico_ae_eq_pi_Icc
#align measure_theory.measure.univ_pi_Ico_ae_eq_Icc MeasureTheory.Measure.univ_pi_Ico_ae_eq_Icc
end Intervals
/-- If one of the measures `μ i` has no atoms, them `Measure.pi µ`
has no atoms. The instance below assumes that all `μ i` have no atoms. -/
theorem pi_noAtoms (i : ι) [NoAtoms (μ i)] : NoAtoms (Measure.pi μ) :=
⟨fun x => flip measure_mono_null (pi_hyperplane μ i (x i)) (singleton_subset_iff.2 rfl)⟩
#align measure_theory.measure.pi_has_no_atoms MeasureTheory.Measure.pi_noAtoms
instance pi_noAtoms' [h : Nonempty ι] [∀ i, NoAtoms (μ i)] : NoAtoms (Measure.pi μ) :=
h.elim fun i => pi_noAtoms i
instance {α : ι → Type*} [Nonempty ι] [∀ i, MeasureSpace (α i)]
[∀ i, SigmaFinite (volume : Measure (α i))] [∀ i, NoAtoms (volume : Measure (α i))] :
NoAtoms (volume : Measure (∀ i, α i)) :=
pi_noAtoms'
instance pi.isLocallyFiniteMeasure
[∀ i, TopologicalSpace (α i)] [∀ i, IsLocallyFiniteMeasure (μ i)] :
IsLocallyFiniteMeasure (Measure.pi μ) := by
refine ⟨fun x => ?_⟩
choose s hxs ho hμ using fun i => (μ i).exists_isOpen_measure_lt_top (x i)
refine ⟨pi univ s, set_pi_mem_nhds finite_univ fun i _ => IsOpen.mem_nhds (ho i) (hxs i), ?_⟩
rw [pi_pi]
exact ENNReal.prod_lt_top fun i _ => (hμ i).ne
instance {X : ι → Type*} [∀ i, TopologicalSpace (X i)] [∀ i, MeasureSpace (X i)]
[∀ i, SigmaFinite (volume : Measure (X i))]
[∀ i, IsLocallyFiniteMeasure (volume : Measure (X i))] :
IsLocallyFiniteMeasure (volume : Measure (∀ i, X i)) :=
pi.isLocallyFiniteMeasure
variable (μ)
@[to_additive]
instance pi.isMulLeftInvariant [∀ i, Group (α i)] [∀ i, MeasurableMul (α i)]
[∀ i, IsMulLeftInvariant (μ i)] : IsMulLeftInvariant (Measure.pi μ) := by
refine ⟨fun v => (pi_eq fun s hs => ?_).symm⟩
rw [map_apply (measurable_const_mul _) (MeasurableSet.univ_pi hs),
show (v * ·) ⁻¹' univ.pi s = univ.pi fun i => (v i * ·) ⁻¹' s i by rfl, pi_pi]
simp_rw [measure_preimage_mul]
#align measure_theory.measure.pi.is_mul_left_invariant MeasureTheory.Measure.pi.isMulLeftInvariant
#align measure_theory.measure.pi.is_add_left_invariant MeasureTheory.Measure.pi.isAddLeftInvariant
@[to_additive]
instance {G : ι → Type*} [∀ i, Group (G i)] [∀ i, MeasureSpace (G i)] [∀ i, MeasurableMul (G i)]
[∀ i, SigmaFinite (volume : Measure (G i))] [∀ i, IsMulLeftInvariant (volume : Measure (G i))] :
IsMulLeftInvariant (volume : Measure (∀ i, G i)) :=
pi.isMulLeftInvariant _
@[to_additive]
instance pi.isMulRightInvariant [∀ i, Group (α i)] [∀ i, MeasurableMul (α i)]
[∀ i, IsMulRightInvariant (μ i)] : IsMulRightInvariant (Measure.pi μ) := by
refine ⟨fun v => (pi_eq fun s hs => ?_).symm⟩
rw [map_apply (measurable_mul_const _) (MeasurableSet.univ_pi hs),
show (· * v) ⁻¹' univ.pi s = univ.pi fun i => (· * v i) ⁻¹' s i by rfl, pi_pi]
simp_rw [measure_preimage_mul_right]
#align measure_theory.measure.pi.is_mul_right_invariant MeasureTheory.Measure.pi.isMulRightInvariant
#align measure_theory.measure.pi.is_add_right_invariant MeasureTheory.Measure.pi.isAddRightInvariant
@[to_additive]
instance {G : ι → Type*} [∀ i, Group (G i)] [∀ i, MeasureSpace (G i)] [∀ i, MeasurableMul (G i)]
[∀ i, SigmaFinite (volume : Measure (G i))]
[∀ i, IsMulRightInvariant (volume : Measure (G i))] :
IsMulRightInvariant (volume : Measure (∀ i, G i)) :=
pi.isMulRightInvariant _
@[to_additive]
instance pi.isInvInvariant [∀ i, Group (α i)] [∀ i, MeasurableInv (α i)]
[∀ i, IsInvInvariant (μ i)] : IsInvInvariant (Measure.pi μ) := by
refine ⟨(Measure.pi_eq fun s hs => ?_).symm⟩
have A : Inv.inv ⁻¹' pi univ s = Set.pi univ fun i => Inv.inv ⁻¹' s i := by ext; simp
simp_rw [Measure.inv, Measure.map_apply measurable_inv (MeasurableSet.univ_pi hs), A, pi_pi,
measure_preimage_inv]
#align measure_theory.measure.pi.is_inv_invariant MeasureTheory.Measure.pi.isInvInvariant
#align measure_theory.measure.pi.is_neg_invariant MeasureTheory.Measure.pi.isNegInvariant
@[to_additive]
instance {G : ι → Type*} [∀ i, Group (G i)] [∀ i, MeasureSpace (G i)] [∀ i, MeasurableInv (G i)]
[∀ i, SigmaFinite (volume : Measure (G i))] [∀ i, IsInvInvariant (volume : Measure (G i))] :
IsInvInvariant (volume : Measure (∀ i, G i)) :=
pi.isInvInvariant _
instance pi.isOpenPosMeasure [∀ i, TopologicalSpace (α i)] [∀ i, IsOpenPosMeasure (μ i)] :
IsOpenPosMeasure (MeasureTheory.Measure.pi μ) := by
constructor
rintro U U_open ⟨a, ha⟩
obtain ⟨s, ⟨hs, hsU⟩⟩ := isOpen_pi_iff'.1 U_open a ha
refine ne_of_gt (lt_of_lt_of_le ?_ (measure_mono hsU))
simp only [pi_pi]
rw [CanonicallyOrderedCommSemiring.prod_pos]
intro i _
apply (hs i).1.measure_pos (μ i) ⟨a i, (hs i).2⟩
#align measure_theory.measure.pi.is_open_pos_measure MeasureTheory.Measure.pi.isOpenPosMeasure
instance {X : ι → Type*} [∀ i, TopologicalSpace (X i)] [∀ i, MeasureSpace (X i)]
[∀ i, IsOpenPosMeasure (volume : Measure (X i))] [∀ i, SigmaFinite (volume : Measure (X i))] :
IsOpenPosMeasure (volume : Measure (∀ i, X i)) :=
pi.isOpenPosMeasure _
instance pi.isFiniteMeasureOnCompacts [∀ i, TopologicalSpace (α i)]
[∀ i, IsFiniteMeasureOnCompacts (μ i)] :
IsFiniteMeasureOnCompacts (MeasureTheory.Measure.pi μ) := by
constructor
intro K hK
suffices Measure.pi μ (Set.univ.pi fun j => Function.eval j '' K) < ⊤ by
exact lt_of_le_of_lt (measure_mono (univ.subset_pi_eval_image K)) this
rw [Measure.pi_pi]
refine WithTop.prod_lt_top ?_
exact fun i _ => ne_of_lt (IsCompact.measure_lt_top (IsCompact.image hK (continuous_apply i)))
#align measure_theory.measure.pi.is_finite_measure_on_compacts MeasureTheory.Measure.pi.isFiniteMeasureOnCompacts
instance {X : ι → Type*} [∀ i, MeasureSpace (X i)] [∀ i, TopologicalSpace (X i)]
[∀ i, SigmaFinite (volume : Measure (X i))]
[∀ i, IsFiniteMeasureOnCompacts (volume : Measure (X i))] :
IsFiniteMeasureOnCompacts (volume : Measure (∀ i, X i)) :=
pi.isFiniteMeasureOnCompacts _
@[to_additive]
instance pi.isHaarMeasure [∀ i, Group (α i)] [∀ i, TopologicalSpace (α i)]
[∀ i, IsHaarMeasure (μ i)] [∀ i, MeasurableMul (α i)] : IsHaarMeasure (Measure.pi μ) where
#align measure_theory.measure.pi.is_haar_measure MeasureTheory.Measure.pi.isHaarMeasure
#align measure_theory.measure.pi.is_add_haar_measure MeasureTheory.Measure.pi.isAddHaarMeasure
@[to_additive]
instance {G : ι → Type*} [∀ i, Group (G i)] [∀ i, MeasureSpace (G i)] [∀ i, MeasurableMul (G i)]
[∀ i, TopologicalSpace (G i)] [∀ i, SigmaFinite (volume : Measure (G i))]
[∀ i, IsHaarMeasure (volume : Measure (G i))] : IsHaarMeasure (volume : Measure (∀ i, G i)) :=
pi.isHaarMeasure _
end Measure
theorem volume_pi [∀ i, MeasureSpace (α i)] :
(volume : Measure (∀ i, α i)) = Measure.pi fun _ => volume :=
rfl
#align measure_theory.volume_pi MeasureTheory.volume_pi
theorem volume_pi_pi [∀ i, MeasureSpace (α i)] [∀ i, SigmaFinite (volume : Measure (α i))]
(s : ∀ i, Set (α i)) : volume (pi univ s) = ∏ i, volume (s i) :=
Measure.pi_pi (fun _ => volume) s
#align measure_theory.volume_pi_pi MeasureTheory.volume_pi_pi
theorem volume_pi_ball [∀ i, MeasureSpace (α i)] [∀ i, SigmaFinite (volume : Measure (α i))]
[∀ i, MetricSpace (α i)] (x : ∀ i, α i) {r : ℝ} (hr : 0 < r) :
volume (Metric.ball x r) = ∏ i, volume (Metric.ball (x i) r) :=
Measure.pi_ball _ _ hr
#align measure_theory.volume_pi_ball MeasureTheory.volume_pi_ball
theorem volume_pi_closedBall [∀ i, MeasureSpace (α i)] [∀ i, SigmaFinite (volume : Measure (α i))]
[∀ i, MetricSpace (α i)] (x : ∀ i, α i) {r : ℝ} (hr : 0 ≤ r) :
volume (Metric.closedBall x r) = ∏ i, volume (Metric.closedBall (x i) r) :=
Measure.pi_closedBall _ _ hr
#align measure_theory.volume_pi_closed_ball MeasureTheory.volume_pi_closedBall
open Measure
/-- We intentionally restrict this only to the nondependent function space, since type-class
inference cannot find an instance for `ι → ℝ` when this is stated for dependent function spaces. -/
@[to_additive "We intentionally restrict this only to the nondependent function space, since
type-class inference cannot find an instance for `ι → ℝ` when this is stated for dependent function
spaces."]
instance Pi.isMulLeftInvariant_volume {α} [Group α] [MeasureSpace α]
[SigmaFinite (volume : Measure α)] [MeasurableMul α] [IsMulLeftInvariant (volume : Measure α)] :
IsMulLeftInvariant (volume : Measure (ι → α)) :=
pi.isMulLeftInvariant _
#align measure_theory.pi.is_mul_left_invariant_volume MeasureTheory.Pi.isMulLeftInvariant_volume
#align measure_theory.pi.is_add_left_invariant_volume MeasureTheory.Pi.isAddLeftInvariant_volume
/-- We intentionally restrict this only to the nondependent function space, since type-class
inference cannot find an instance for `ι → ℝ` when this is stated for dependent function spaces. -/
@[to_additive "We intentionally restrict this only to the nondependent function space, since
type-class inference cannot find an instance for `ι → ℝ` when this is stated for dependent function
spaces."]
instance Pi.isInvInvariant_volume {α} [Group α] [MeasureSpace α] [SigmaFinite (volume : Measure α)]
[MeasurableInv α] [IsInvInvariant (volume : Measure α)] :
IsInvInvariant (volume : Measure (ι → α)) :=
pi.isInvInvariant _
#align measure_theory.pi.is_inv_invariant_volume MeasureTheory.Pi.isInvInvariant_volume
#align measure_theory.pi.is_neg_invariant_volume MeasureTheory.Pi.isNegInvariant_volume
/-!
### Measure preserving equivalences
In this section we prove that some measurable equivalences (e.g., between `Fin 1 → α` and `α` or
between `Fin 2 → α` and `α × α`) preserve measure or volume. These lemmas can be used to prove that
measures of corresponding sets (images or preimages) have equal measures and functions `f ∘ e` and
`f` have equal integrals, see lemmas in the `MeasureTheory.measurePreserving` prefix.
-/
section MeasurePreserving
variable {m : ∀ i, MeasurableSpace (α i)} (μ : ∀ i, Measure (α i)) [∀ i, SigmaFinite (μ i)]
variable [Fintype ι']
theorem measurePreserving_piEquivPiSubtypeProd (p : ι → Prop) [DecidablePred p] :
MeasurePreserving (MeasurableEquiv.piEquivPiSubtypeProd α p) (Measure.pi μ)
((Measure.pi fun i : Subtype p => μ i).prod (Measure.pi fun i => μ i)) := by
set e := (MeasurableEquiv.piEquivPiSubtypeProd α p).symm
refine MeasurePreserving.symm e ?_
refine ⟨e.measurable, (pi_eq fun s _ => ?_).symm⟩
have : e ⁻¹' pi univ s =
(pi univ fun i : { i // p i } => s i) ×ˢ pi univ fun i : { i // ¬p i } => s i :=
Equiv.preimage_piEquivPiSubtypeProd_symm_pi p s
rw [e.map_apply, this, prod_prod, pi_pi, pi_pi]
exact Fintype.prod_subtype_mul_prod_subtype p fun i => μ i (s i)
#align measure_theory.measure_preserving_pi_equiv_pi_subtype_prod MeasureTheory.measurePreserving_piEquivPiSubtypeProd
theorem volume_preserving_piEquivPiSubtypeProd (α : ι → Type*)
[∀ i, MeasureSpace (α i)] [∀ i, SigmaFinite (volume : Measure (α i))] (p : ι → Prop)
[DecidablePred p] : MeasurePreserving (MeasurableEquiv.piEquivPiSubtypeProd α p) :=
measurePreserving_piEquivPiSubtypeProd (fun _ => volume) p
#align measure_theory.volume_preserving_pi_equiv_pi_subtype_prod MeasureTheory.volume_preserving_piEquivPiSubtypeProd
theorem measurePreserving_piCongrLeft (f : ι' ≃ ι) :
MeasurePreserving (MeasurableEquiv.piCongrLeft α f)
(Measure.pi fun i' => μ (f i')) (Measure.pi μ) where
measurable := (MeasurableEquiv.piCongrLeft α f).measurable
map_eq := by
refine (pi_eq fun s _ => ?_).symm
rw [MeasurableEquiv.map_apply, MeasurableEquiv.coe_piCongrLeft f,
Equiv.piCongrLeft_preimage_univ_pi, pi_pi _ _, f.prod_comp (fun i => μ i (s i))]
theorem volume_measurePreserving_piCongrLeft (α : ι → Type*) (f : ι' ≃ ι)
[∀ i, MeasureSpace (α i)] [∀ i, SigmaFinite (volume : Measure (α i))] :
MeasurePreserving (MeasurableEquiv.piCongrLeft α f) volume volume :=
measurePreserving_piCongrLeft (fun _ ↦ volume) f
theorem measurePreserving_sumPiEquivProdPi_symm {π : ι ⊕ ι' → Type*}
{m : ∀ i, MeasurableSpace (π i)} (μ : ∀ i, Measure (π i)) [∀ i, SigmaFinite (μ i)] :
MeasurePreserving (MeasurableEquiv.sumPiEquivProdPi π).symm
((Measure.pi fun i => μ (.inl i)).prod (Measure.pi fun i => μ (.inr i))) (Measure.pi μ) where
measurable := (MeasurableEquiv.sumPiEquivProdPi π).symm.measurable
map_eq := by
refine (pi_eq fun s _ => ?_).symm
simp_rw [MeasurableEquiv.map_apply, MeasurableEquiv.coe_sumPiEquivProdPi_symm,
Equiv.sumPiEquivProdPi_symm_preimage_univ_pi, Measure.prod_prod, Measure.pi_pi,
Fintype.prod_sum_type]
theorem volume_measurePreserving_sumPiEquivProdPi_symm (π : ι ⊕ ι' → Type*)
[∀ i, MeasureSpace (π i)] [∀ i, SigmaFinite (volume : Measure (π i))] :
MeasurePreserving (MeasurableEquiv.sumPiEquivProdPi π).symm volume volume :=
measurePreserving_sumPiEquivProdPi_symm (fun _ ↦ volume)
theorem measurePreserving_sumPiEquivProdPi {π : ι ⊕ ι' → Type*} {_m : ∀ i, MeasurableSpace (π i)}
(μ : ∀ i, Measure (π i)) [∀ i, SigmaFinite (μ i)] :
MeasurePreserving (MeasurableEquiv.sumPiEquivProdPi π)
(Measure.pi μ) ((Measure.pi fun i => μ (.inl i)).prod (Measure.pi fun i => μ (.inr i))) :=
measurePreserving_sumPiEquivProdPi_symm μ |>.symm
theorem volume_measurePreserving_sumPiEquivProdPi (π : ι ⊕ ι' → Type*)
[∀ i, MeasureSpace (π i)] [∀ i, SigmaFinite (volume : Measure (π i))] :
MeasurePreserving (MeasurableEquiv.sumPiEquivProdPi π) volume volume :=
measurePreserving_sumPiEquivProdPi (fun _ ↦ volume)
theorem measurePreserving_piFinSuccAbove {n : ℕ} {α : Fin (n + 1) → Type u}
{m : ∀ i, MeasurableSpace (α i)} (μ : ∀ i, Measure (α i)) [∀ i, SigmaFinite (μ i)]
(i : Fin (n + 1)) :
MeasurePreserving (MeasurableEquiv.piFinSuccAbove α i) (Measure.pi μ)
((μ i).prod <| Measure.pi fun j => μ (i.succAbove j)) := by
set e := (MeasurableEquiv.piFinSuccAbove α i).symm
refine MeasurePreserving.symm e ?_
refine ⟨e.measurable, (pi_eq fun s _ => ?_).symm⟩
rw [e.map_apply, i.prod_univ_succAbove _, ← pi_pi, ← prod_prod]
congr 1 with ⟨x, f⟩
simp [e, i.forall_iff_succAbove]
#align measure_theory.measure_preserving_pi_fin_succ_above_equiv MeasureTheory.measurePreserving_piFinSuccAbove
theorem volume_preserving_piFinSuccAbove {n : ℕ} (α : Fin (n + 1) → Type u)
[∀ i, MeasureSpace (α i)] [∀ i, SigmaFinite (volume : Measure (α i))] (i : Fin (n + 1)) :
MeasurePreserving (MeasurableEquiv.piFinSuccAbove α i) :=
measurePreserving_piFinSuccAbove (fun _ => volume) i
#align measure_theory.volume_preserving_pi_fin_succ_above_equiv MeasureTheory.volume_preserving_piFinSuccAbove
theorem measurePreserving_piUnique {π : ι → Type*} [Unique ι] {m : ∀ i, MeasurableSpace (π i)}
(μ : ∀ i, Measure (π i)) :
MeasurePreserving (MeasurableEquiv.piUnique π) (Measure.pi μ) (μ default) where
measurable := (MeasurableEquiv.piUnique π).measurable
map_eq := by
set e := MeasurableEquiv.piUnique π
have : (piPremeasure fun i => (μ i).toOuterMeasure) = Measure.map e.symm (μ default) := by
ext1 s
rw [piPremeasure, Fintype.prod_unique, e.symm.map_apply, coe_toOuterMeasure]
congr 1; exact e.toEquiv.image_eq_preimage s
simp_rw [Measure.pi, OuterMeasure.pi, this, ← coe_toOuterMeasure, boundedBy_eq_self,
toOuterMeasure_toMeasure, MeasurableEquiv.map_map_symm]
theorem volume_preserving_piUnique (π : ι → Type*) [Unique ι] [∀ i, MeasureSpace (π i)] :
MeasurePreserving (MeasurableEquiv.piUnique π) volume volume :=
measurePreserving_piUnique _
theorem measurePreserving_funUnique {β : Type u} {_m : MeasurableSpace β} (μ : Measure β)
(α : Type v) [Unique α] :
MeasurePreserving (MeasurableEquiv.funUnique α β) (Measure.pi fun _ : α => μ) μ :=
measurePreserving_piUnique _
#align measure_theory.measure_preserving_fun_unique MeasureTheory.measurePreserving_funUnique
theorem volume_preserving_funUnique (α : Type u) (β : Type v) [Unique α] [MeasureSpace β] :
MeasurePreserving (MeasurableEquiv.funUnique α β) volume volume :=
measurePreserving_funUnique volume α
#align measure_theory.volume_preserving_fun_unique MeasureTheory.volume_preserving_funUnique
theorem measurePreserving_piFinTwo {α : Fin 2 → Type u} {m : ∀ i, MeasurableSpace (α i)}
(μ : ∀ i, Measure (α i)) [∀ i, SigmaFinite (μ i)] :
MeasurePreserving (MeasurableEquiv.piFinTwo α) (Measure.pi μ) ((μ 0).prod (μ 1)) := by
refine ⟨MeasurableEquiv.measurable _, (Measure.prod_eq fun s t _ _ => ?_).symm⟩
rw [MeasurableEquiv.map_apply, MeasurableEquiv.piFinTwo_apply, Fin.preimage_apply_01_prod,
Measure.pi_pi, Fin.prod_univ_two]
rfl
#align measure_theory.measure_preserving_pi_fin_two MeasureTheory.measurePreserving_piFinTwo
theorem volume_preserving_piFinTwo (α : Fin 2 → Type u) [∀ i, MeasureSpace (α i)]
[∀ i, SigmaFinite (volume : Measure (α i))] :
MeasurePreserving (MeasurableEquiv.piFinTwo α) volume volume :=
measurePreserving_piFinTwo _
#align measure_theory.volume_preserving_pi_fin_two MeasureTheory.volume_preserving_piFinTwo
theorem measurePreserving_finTwoArrow_vec {α : Type u} {m : MeasurableSpace α} (μ ν : Measure α)
[SigmaFinite μ] [SigmaFinite ν] :
MeasurePreserving MeasurableEquiv.finTwoArrow (Measure.pi ![μ, ν]) (μ.prod ν) :=
haveI : ∀ i, SigmaFinite (![μ, ν] i) := Fin.forall_fin_two.2 ⟨‹_›, ‹_›⟩
measurePreserving_piFinTwo _
#align measure_theory.measure_preserving_fin_two_arrow_vec MeasureTheory.measurePreserving_finTwoArrow_vec
theorem measurePreserving_finTwoArrow {α : Type u} {m : MeasurableSpace α} (μ : Measure α)
[SigmaFinite μ] :
MeasurePreserving MeasurableEquiv.finTwoArrow (Measure.pi fun _ => μ) (μ.prod μ) := by
simpa only [Matrix.vec_single_eq_const, Matrix.vecCons_const] using
measurePreserving_finTwoArrow_vec μ μ
#align measure_theory.measure_preserving_fin_two_arrow MeasureTheory.measurePreserving_finTwoArrow
theorem volume_preserving_finTwoArrow (α : Type u) [MeasureSpace α]
[SigmaFinite (volume : Measure α)] :
MeasurePreserving (@MeasurableEquiv.finTwoArrow α _) volume volume :=
measurePreserving_finTwoArrow volume
#align measure_theory.volume_preserving_fin_two_arrow MeasureTheory.volume_preserving_finTwoArrow
theorem measurePreserving_pi_empty {ι : Type u} {α : ι → Type v} [Fintype ι] [IsEmpty ι]
{m : ∀ i, MeasurableSpace (α i)} (μ : ∀ i, Measure (α i)) :
MeasurePreserving (MeasurableEquiv.ofUniqueOfUnique (∀ i, α i) Unit) (Measure.pi μ)
(Measure.dirac ()) := by
set e := MeasurableEquiv.ofUniqueOfUnique (∀ i, α i) Unit
refine ⟨e.measurable, ?_⟩
rw [Measure.pi_of_empty, Measure.map_dirac e.measurable]
#align measure_theory.measure_preserving_pi_empty MeasureTheory.measurePreserving_pi_empty
theorem volume_preserving_pi_empty {ι : Type u} (α : ι → Type v) [Fintype ι] [IsEmpty ι]
[∀ i, MeasureSpace (α i)] :
MeasurePreserving (MeasurableEquiv.ofUniqueOfUnique (∀ i, α i) Unit) volume volume :=
measurePreserving_pi_empty fun _ => volume
#align measure_theory.volume_preserving_pi_empty MeasureTheory.volume_preserving_pi_empty
theorem measurePreserving_piFinsetUnion [DecidableEq ι] {s t : Finset ι} (h : Disjoint s t)
(μ : ∀ i, Measure (α i)) [∀ i, SigmaFinite (μ i)] :
MeasurePreserving (MeasurableEquiv.piFinsetUnion α h)
((Measure.pi fun i : s ↦ μ i).prod (Measure.pi fun i : t ↦ μ i))
(Measure.pi fun i : ↥(s ∪ t) ↦ μ i) :=
let e := Equiv.Finset.union s t h
measurePreserving_piCongrLeft (fun i : ↥(s ∪ t) ↦ μ i) e |>.comp <|
measurePreserving_sumPiEquivProdPi_symm fun b ↦ μ (e b)
theorem volume_preserving_piFinsetUnion (α : ι → Type*) [DecidableEq ι] {s t : Finset ι}
(h : Disjoint s t) [∀ i, MeasureSpace (α i)] [∀ i, SigmaFinite (volume : Measure (α i))] :
MeasurePreserving (MeasurableEquiv.piFinsetUnion α h) volume volume :=
measurePreserving_piFinsetUnion h (fun _ ↦ volume)
theorem measurePreserving_pi {β : ι → Type*} [∀ i, MeasurableSpace (β i)]
(ν : (i : ι) → Measure (β i)) [∀ i, SigmaFinite (ν i)] {f : (i : ι) → (α i) → (β i)}
(hf : ∀ i, MeasurePreserving (f i) (μ i) (ν i)) :
MeasurePreserving (fun a i ↦ f i (a i)) (Measure.pi μ) (Measure.pi ν) where
measurable :=
measurable_pi_iff.mpr <| fun i ↦ (hf i).measurable.comp (measurable_pi_apply i)
map_eq := by
refine (Measure.pi_eq fun s hs ↦ ?_).symm
rw [Measure.map_apply, Set.preimage_pi, Measure.pi_pi]
simp_rw [← MeasurePreserving.measure_preimage (hf _) (hs _)]
· exact measurable_pi_iff.mpr <| fun i ↦ (hf i).measurable.comp (measurable_pi_apply i)
· exact MeasurableSet.univ_pi hs
theorem volume_preserving_pi {α' β' : ι → Type*} [∀ i, MeasureSpace (α' i)]
[∀ i, MeasureSpace (β' i)] [∀ i, SigmaFinite (volume : Measure (α' i))]
[∀ i, SigmaFinite (volume : Measure (β' i))] {f : (i : ι) → (α' i) → (β' i)}
(hf : ∀ i, MeasurePreserving (f i)) :
MeasurePreserving (fun (a : (i : ι) → α' i) (i : ι) ↦ (f i) (a i)) :=
measurePreserving_pi _ _ hf
end MeasurePreserving
end MeasureTheory