Download lean/OAI/Geometry/PinnedDistances/ConditionalIntegral.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Geometry/PinnedDistances/ConditionalIntegral.lean
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2.72 kB
| import OAI.Geometry.PinnedDistances.FiniteLaw | |
| namespace OAI | |
| universe u1 u2 u3 u4 u5 | |
| section | |
| noncomputable section | |
| open MeasureTheory Filter | |
| open scoped Topology | |
| namespace WeakPinned.Bounded | |
| lemma integrable_one_bound {X : Type u1} [MeasurableSpace X] (μ : Measure X) [IsFiniteMeasure μ] | |
| (f : X → ℝ) (hf : Measurable f) (hbound : ∀ x,‖f x‖≤1) : Integrable f μ := by | |
| exact (integrable_const (1:ℝ)).mono' hf.aestronglyMeasurable (Eventually.of_forall hbound) | |
| variable {Ω : Type u2} {E : Type u3} {X : Type u4} {Y : Type u5} [MeasurableSpace Ω] [MeasurableSpace E] | |
| [MeasurableSpace X] [MeasurableSpace Y] | |
| lemma integral_fiber_indicator (Q : Measure E) (μ : Measure X) | |
| [IsProbabilityMeasure Q] [IsProbabilityMeasure μ] | |
| (f : E × X → ℝ) (hf : Measurable f) (hbound : ∀ p,‖f p‖≤1) | |
| (s : Set E) (hs : MeasurableSet s) : | |
| (∫ e in s, ∫ x,f (e,x) ∂ μ ∂ Q)= | |
| ∫ p,(s ×ˢ Set.univ).indicator f p ∂ Q.prod μ := by | |
| have hi := integrable_one_bound (Q.prod μ) f hf hbound | |
| rw [integral_prod _ (hi.indicator (hs.prod MeasurableSet.univ))] | |
| rw [← integral_indicator hs] | |
| apply integral_congr_ae | |
| filter_upwards [] with e | |
| by_cases he : e∈s | |
| · simp [Set.indicator_of_mem,he] | |
| · simp [Set.indicator_of_notMem,he] | |
| lemma conditional_integral_eq | |
| (R : Measure Ω) (Q : Measure E) (μ : Measure X) (ν : Measure Y) | |
| [IsProbabilityMeasure R] [IsProbabilityMeasure Q] | |
| [IsProbabilityMeasure μ] [IsProbabilityMeasure ν] | |
| (e : Ω → E) (z : Ω → X) (w : Ω → Y) | |
| (he : Measurable e) (hz : Measurable z) (hw : Measurable w) | |
| (hmz : R.map (fun r => (e r,z r))=Q.prod μ) | |
| (hmw : R.map (fun r => (e r,w r))=Q.prod ν) | |
| (f : E × X → ℝ) (g : E × Y → ℝ) | |
| (hf : Measurable f) (hg : Measurable g) | |
| (hfb : ∀ p,‖f p‖≤1) (hgb : ∀ p,‖g p‖≤1) | |
| (heq : ∀ᵐ r ∂ R,f (e r,z r)=g (e r,w r)) : | |
| ∀ᵐ a ∂ Q,(∫ x,f (a,x) ∂ μ)=(∫ y,g (a,y) ∂ ν) := by | |
| apply Integrable.ae_eq_of_forall_setIntegral_eq | |
| · exact (integrable_one_bound (Q.prod μ) f hf hfb).integral_prod_left | |
| · exact (integrable_one_bound (Q.prod ν) g hg hgb).integral_prod_left | |
| · intro s hs _ | |
| rw [integral_fiber_indicator Q μ f hf hfb s hs, | |
| integral_fiber_indicator Q ν g hg hgb s hs,← hmz,← hmw] | |
| rw [integral_map_of_stronglyMeasurable (he.prodMk hz) | |
| (hf.indicator (hs.prod MeasurableSet.univ)).stronglyMeasurable, | |
| integral_map_of_stronglyMeasurable (he.prodMk hw) | |
| (hg.indicator (hs.prod MeasurableSet.univ)).stronglyMeasurable] | |
| apply integral_congr_ae | |
| filter_upwards [heq] with r hr | |
| by_cases h : e r∈s <;> simp [h,hr] | |
| end WeakPinned.Bounded | |
| end | |
| end | |
| end OAI | |