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import Mathlib.MeasureTheory.Measure.Doubling import Mathlib.MeasureTheory.Covering.Vitali import Mathlib.MeasureTheory.Covering.Differentiation #align_import measure_theory.covering.density_theorem from "leanprover-community/mathlib"@"5f6e827d81dfbeb6151d7016586ceeb0099b9655" noncomputable section open Set Filt...
Mathlib/MeasureTheory/Covering/DensityTheorem.lean
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theorem tendsto_closedBall_filterAt {K : ℝ} {x : α} {ι : Type*} {l : Filter ι} (w : ι → α) (δ : ι → ℝ) (δlim : Tendsto δ l (𝓝[>] 0)) (xmem : ∀ᶠ j in l, x ∈ closedBall (w j) (K * δ j)) : Tendsto (fun j => closedBall (w j) (δ j)) l ((vitaliFamily μ K).filterAt x) := by
refine (vitaliFamily μ K).tendsto_filterAt_iff.mpr ⟨?_, fun ε hε => ?_⟩ · filter_upwards [xmem, δlim self_mem_nhdsWithin] with j hj h'j exact closedBall_mem_vitaliFamily_of_dist_le_mul μ hj h'j · rcases l.eq_or_neBot with rfl | h · simp have hK : 0 ≤ K := by rcases (xmem.and (δlim self_mem_nhds...
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import Mathlib.MeasureTheory.Covering.DensityTheorem #align_import measure_theory.covering.liminf_limsup from "leanprover-community/mathlib"@"5f6e827d81dfbeb6151d7016586ceeb0099b9655" open Set Filter Metric MeasureTheory TopologicalSpace open scoped NNReal ENNReal Topology variable {α : Type*} [MetricSpace α] [...
Mathlib/MeasureTheory/Covering/LiminfLimsup.lean
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theorem blimsup_cthickening_ae_le_of_eventually_mul_le_aux (p : ℕ → Prop) {s : ℕ → Set α} (hs : ∀ i, IsClosed (s i)) {r₁ r₂ : ℕ → ℝ} (hr : Tendsto r₁ atTop (𝓝[>] 0)) (hrp : 0 ≤ r₁) {M : ℝ} (hM : 0 < M) (hM' : M < 1) (hMr : ∀ᶠ i in atTop, M * r₁ i ≤ r₂ i) : (blimsup (fun i => cthickening (r₁ i) (s i)) atTop...
/- Sketch of proof: Assume that `p` is identically true for simplicity. Let `Y₁ i = cthickening (r₁ i) (s i)`, define `Y₂` similarly except using `r₂`, and let `(Z i) = ⋃_{j ≥ i} (Y₂ j)`. Our goal is equivalent to showing that `μ ((limsup Y₁) \ (Z i)) = 0` for all `i`. Assume for contradiction that `μ ((li...
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import Mathlib.MeasureTheory.Measure.VectorMeasure import Mathlib.MeasureTheory.Function.AEEqOfIntegral #align_import measure_theory.measure.with_density_vector_measure from "leanprover-community/mathlib"@"d1bd9c5df2867c1cb463bc6364446d57bdd9f7f1" noncomputable section open scoped Classical MeasureTheory NNReal ...
Mathlib/MeasureTheory/Measure/WithDensityVectorMeasure.lean
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theorem withDensityᵥ_apply (hf : Integrable f μ) {s : Set α} (hs : MeasurableSet s) : μ.withDensityᵥ f s = ∫ x in s, f x ∂μ := by
rw [withDensityᵥ, dif_pos hf]; exact dif_pos hs
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import Mathlib.MeasureTheory.Measure.VectorMeasure import Mathlib.MeasureTheory.Function.AEEqOfIntegral #align_import measure_theory.measure.with_density_vector_measure from "leanprover-community/mathlib"@"d1bd9c5df2867c1cb463bc6364446d57bdd9f7f1" noncomputable section open scoped Classical MeasureTheory NNReal ...
Mathlib/MeasureTheory/Measure/WithDensityVectorMeasure.lean
64
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theorem withDensityᵥ_zero : μ.withDensityᵥ (0 : α → E) = 0 := by
ext1 s hs; erw [withDensityᵥ_apply (integrable_zero α E μ) hs]; simp
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import Mathlib.MeasureTheory.Measure.VectorMeasure import Mathlib.MeasureTheory.Function.AEEqOfIntegral #align_import measure_theory.measure.with_density_vector_measure from "leanprover-community/mathlib"@"d1bd9c5df2867c1cb463bc6364446d57bdd9f7f1" noncomputable section open scoped Classical MeasureTheory NNReal ...
Mathlib/MeasureTheory/Measure/WithDensityVectorMeasure.lean
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theorem withDensityᵥ_neg : μ.withDensityᵥ (-f) = -μ.withDensityᵥ f := by
by_cases hf : Integrable f μ · ext1 i hi rw [VectorMeasure.neg_apply, withDensityᵥ_apply hf hi, ← integral_neg, withDensityᵥ_apply hf.neg hi] rfl · rw [withDensityᵥ, withDensityᵥ, dif_neg hf, dif_neg, neg_zero] rwa [integrable_neg_iff]
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import Mathlib.MeasureTheory.Measure.VectorMeasure import Mathlib.MeasureTheory.Function.AEEqOfIntegral #align_import measure_theory.measure.with_density_vector_measure from "leanprover-community/mathlib"@"d1bd9c5df2867c1cb463bc6364446d57bdd9f7f1" noncomputable section open scoped Classical MeasureTheory NNReal ...
Mathlib/MeasureTheory/Measure/WithDensityVectorMeasure.lean
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theorem withDensityᵥ_add (hf : Integrable f μ) (hg : Integrable g μ) : μ.withDensityᵥ (f + g) = μ.withDensityᵥ f + μ.withDensityᵥ g := by
ext1 i hi rw [withDensityᵥ_apply (hf.add hg) hi, VectorMeasure.add_apply, withDensityᵥ_apply hf hi, withDensityᵥ_apply hg hi] simp_rw [Pi.add_apply] rw [integral_add] <;> rw [← integrableOn_univ] · exact hf.integrableOn.restrict MeasurableSet.univ · exact hg.integrableOn.restrict MeasurableSet.univ
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import Mathlib.MeasureTheory.Measure.VectorMeasure import Mathlib.MeasureTheory.Function.AEEqOfIntegral #align_import measure_theory.measure.with_density_vector_measure from "leanprover-community/mathlib"@"d1bd9c5df2867c1cb463bc6364446d57bdd9f7f1" noncomputable section open scoped Classical MeasureTheory NNReal ...
Mathlib/MeasureTheory/Measure/WithDensityVectorMeasure.lean
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theorem withDensityᵥ_sub (hf : Integrable f μ) (hg : Integrable g μ) : μ.withDensityᵥ (f - g) = μ.withDensityᵥ f - μ.withDensityᵥ g := by
rw [sub_eq_add_neg, sub_eq_add_neg, withDensityᵥ_add hf hg.neg, withDensityᵥ_neg]
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import Mathlib.MeasureTheory.Measure.VectorMeasure import Mathlib.MeasureTheory.Function.AEEqOfIntegral #align_import measure_theory.measure.with_density_vector_measure from "leanprover-community/mathlib"@"d1bd9c5df2867c1cb463bc6364446d57bdd9f7f1" noncomputable section open scoped Classical MeasureTheory NNReal ...
Mathlib/MeasureTheory/Measure/WithDensityVectorMeasure.lean
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theorem withDensityᵥ_smul {𝕜 : Type*} [NontriviallyNormedField 𝕜] [NormedSpace 𝕜 E] [SMulCommClass ℝ 𝕜 E] (f : α → E) (r : 𝕜) : μ.withDensityᵥ (r • f) = r • μ.withDensityᵥ f := by
by_cases hf : Integrable f μ · ext1 i hi rw [withDensityᵥ_apply (hf.smul r) hi, VectorMeasure.smul_apply, withDensityᵥ_apply hf hi, ← integral_smul r f] rfl · by_cases hr : r = 0 · rw [hr, zero_smul, zero_smul, withDensityᵥ_zero] · rw [withDensityᵥ, withDensityᵥ, dif_neg hf, dif_neg, smul_z...
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import Mathlib.MeasureTheory.Measure.VectorMeasure import Mathlib.MeasureTheory.Function.AEEqOfIntegral #align_import measure_theory.measure.with_density_vector_measure from "leanprover-community/mathlib"@"d1bd9c5df2867c1cb463bc6364446d57bdd9f7f1" noncomputable section open scoped Classical MeasureTheory NNReal ...
Mathlib/MeasureTheory/Measure/WithDensityVectorMeasure.lean
131
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theorem withDensityᵥ_smul_eq_withDensityᵥ_withDensity {f : α → ℝ≥0} {g : α → E} (hf : AEMeasurable f μ) (hfg : Integrable (f • g) μ) : μ.withDensityᵥ (f • g) = (μ.withDensity (fun x ↦ f x)).withDensityᵥ g := by
ext s hs rw [withDensityᵥ_apply hfg hs, withDensityᵥ_apply ((integrable_withDensity_iff_integrable_smul₀ hf).mpr hfg) hs, setIntegral_withDensity_eq_setIntegral_smul₀ hf.restrict _ hs] rfl
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import Mathlib.MeasureTheory.Decomposition.Lebesgue import Mathlib.MeasureTheory.Measure.Complex import Mathlib.MeasureTheory.Decomposition.Jordan import Mathlib.MeasureTheory.Measure.WithDensityVectorMeasure noncomputable section open scoped Classical MeasureTheory NNReal ENNReal open Set variable {α β : Type*...
Mathlib/MeasureTheory/Decomposition/SignedLebesgue.lean
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theorem singularPart_mutuallySingular (s : SignedMeasure α) (μ : Measure α) : s.toJordanDecomposition.posPart.singularPart μ ⟂ₘ s.toJordanDecomposition.negPart.singularPart μ := by
by_cases hl : s.HaveLebesgueDecomposition μ · obtain ⟨i, hi, hpos, hneg⟩ := s.toJordanDecomposition.mutuallySingular rw [s.toJordanDecomposition.posPart.haveLebesgueDecomposition_add μ] at hpos rw [s.toJordanDecomposition.negPart.haveLebesgueDecomposition_add μ] at hneg rw [add_apply, add_eq_zero_iff] ...
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import Mathlib.MeasureTheory.Decomposition.Lebesgue import Mathlib.MeasureTheory.Measure.Complex import Mathlib.MeasureTheory.Decomposition.Jordan import Mathlib.MeasureTheory.Measure.WithDensityVectorMeasure noncomputable section open scoped Classical MeasureTheory NNReal ENNReal open Set variable {α β : Type*...
Mathlib/MeasureTheory/Decomposition/SignedLebesgue.lean
148
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theorem singularPart_totalVariation (s : SignedMeasure α) (μ : Measure α) : (s.singularPart μ).totalVariation = s.toJordanDecomposition.posPart.singularPart μ + s.toJordanDecomposition.negPart.singularPart μ := by
have : (s.singularPart μ).toJordanDecomposition = ⟨s.toJordanDecomposition.posPart.singularPart μ, s.toJordanDecomposition.negPart.singularPart μ, singularPart_mutuallySingular s μ⟩ := by refine JordanDecomposition.toSignedMeasure_injective ?_ rw [toSignedMeasure_toJordanDecomposition, sing...
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import Mathlib.MeasureTheory.Decomposition.SignedLebesgue import Mathlib.MeasureTheory.Measure.WithDensityVectorMeasure #align_import measure_theory.decomposition.radon_nikodym from "leanprover-community/mathlib"@"fc75855907eaa8ff39791039710f567f37d4556f" noncomputable section open scoped Classical MeasureTheory...
Mathlib/MeasureTheory/Decomposition/RadonNikodym.lean
56
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theorem withDensity_rnDeriv_eq (μ ν : Measure α) [HaveLebesgueDecomposition μ ν] (h : μ ≪ ν) : ν.withDensity (rnDeriv μ ν) = μ := by
suffices μ.singularPart ν = 0 by conv_rhs => rw [haveLebesgueDecomposition_add μ ν, this, zero_add] suffices μ.singularPart ν Set.univ = 0 by simpa using this have h_sing := mutuallySingular_singularPart μ ν rw [← measure_add_measure_compl h_sing.measurableSet_nullSet] simp only [MutuallySingular.measure...
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import Mathlib.MeasureTheory.Decomposition.RadonNikodym import Mathlib.Probability.ConditionalProbability open scoped ENNReal namespace MeasureTheory variable {α : Type*} {mα : MeasurableSpace α} {μ : Measure α} noncomputable def Measure.toFiniteAux (μ : Measure α) [SFinite μ] : Measure α := Measure.sum (fun ...
Mathlib/MeasureTheory/Measure/WithDensityFinite.lean
158
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theorem withDensity_densitytoFinite (μ : Measure α) [SFinite μ] : μ.toFinite.withDensity μ.densityToFinite = μ := by
have : (μ.toFinite.withDensity fun a ↦ ∑' n, (sFiniteSeq μ n).rnDeriv μ.toFinite a) = μ.toFinite.withDensity (∑' n, (sFiniteSeq μ n).rnDeriv μ.toFinite) := by congr with a rw [ENNReal.tsum_apply] rw [densityToFinite_def, this, withDensity_tsum (fun i ↦ Measure.measurable_rnDeriv _ _)] conv_rhs => r...
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import Mathlib.MeasureTheory.Decomposition.RadonNikodym import Mathlib.Probability.Kernel.Disintegration.CdfToKernel #align_import probability.kernel.cond_cdf from "leanprover-community/mathlib"@"3b88f4005dc2e28d42f974cc1ce838f0dafb39b8" open MeasureTheory Set Filter TopologicalSpace open scoped NNReal ENNReal Me...
Mathlib/Probability/Kernel/Disintegration/CondCdf.lean
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theorem IicSnd_apply (r : ℝ) {s : Set α} (hs : MeasurableSet s) : ρ.IicSnd r s = ρ (s ×ˢ Iic r) := by
rw [IicSnd, fst_apply hs, restrict_apply' (MeasurableSet.univ.prod (measurableSet_Iic : MeasurableSet (Iic r))), ← prod_univ, prod_inter_prod, inter_univ, univ_inter]
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import Mathlib.MeasureTheory.Decomposition.RadonNikodym import Mathlib.Probability.Kernel.Disintegration.CdfToKernel #align_import probability.kernel.cond_cdf from "leanprover-community/mathlib"@"3b88f4005dc2e28d42f974cc1ce838f0dafb39b8" open MeasureTheory Set Filter TopologicalSpace open scoped NNReal ENNReal Me...
Mathlib/Probability/Kernel/Disintegration/CondCdf.lean
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theorem IicSnd_mono {r r' : ℝ} (h_le : r ≤ r') : ρ.IicSnd r ≤ ρ.IicSnd r' := by
refine Measure.le_iff.2 fun s hs ↦ ?_ simp_rw [IicSnd_apply ρ _ hs] refine measure_mono (prod_subset_prod_iff.mpr (Or.inl ⟨subset_rfl, Iic_subset_Iic.mpr ?_⟩)) exact mod_cast h_le
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import Mathlib.MeasureTheory.Decomposition.RadonNikodym import Mathlib.Probability.Kernel.Disintegration.CdfToKernel #align_import probability.kernel.cond_cdf from "leanprover-community/mathlib"@"3b88f4005dc2e28d42f974cc1ce838f0dafb39b8" open MeasureTheory Set Filter TopologicalSpace open scoped NNReal ENNReal Me...
Mathlib/Probability/Kernel/Disintegration/CondCdf.lean
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theorem IicSnd_le_fst (r : ℝ) : ρ.IicSnd r ≤ ρ.fst := by
refine Measure.le_iff.2 fun s hs ↦ ?_ simp_rw [fst_apply hs, IicSnd_apply ρ r hs] exact measure_mono (prod_subset_preimage_fst _ _)
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import Mathlib.MeasureTheory.Decomposition.RadonNikodym import Mathlib.Probability.Kernel.Disintegration.CdfToKernel #align_import probability.kernel.cond_cdf from "leanprover-community/mathlib"@"3b88f4005dc2e28d42f974cc1ce838f0dafb39b8" open MeasureTheory Set Filter TopologicalSpace open scoped NNReal ENNReal Me...
Mathlib/Probability/Kernel/Disintegration/CondCdf.lean
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theorem iInf_IicSnd_gt (t : ℚ) {s : Set α} (hs : MeasurableSet s) [IsFiniteMeasure ρ] : ⨅ r : { r' : ℚ // t < r' }, ρ.IicSnd r s = ρ.IicSnd t s := by
simp_rw [ρ.IicSnd_apply _ hs, Measure.iInf_rat_gt_prod_Iic hs]
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import Mathlib.MeasureTheory.Decomposition.RadonNikodym import Mathlib.Probability.Kernel.Disintegration.CdfToKernel #align_import probability.kernel.cond_cdf from "leanprover-community/mathlib"@"3b88f4005dc2e28d42f974cc1ce838f0dafb39b8" open MeasureTheory Set Filter TopologicalSpace open scoped NNReal ENNReal Me...
Mathlib/Probability/Kernel/Disintegration/CondCdf.lean
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theorem tendsto_IicSnd_atTop {s : Set α} (hs : MeasurableSet s) : Tendsto (fun r : ℚ ↦ ρ.IicSnd r s) atTop (𝓝 (ρ.fst s)) := by
simp_rw [ρ.IicSnd_apply _ hs, fst_apply hs, ← prod_univ] rw [← Real.iUnion_Iic_rat, prod_iUnion] refine tendsto_measure_iUnion fun r q hr_le_q x ↦ ?_ simp only [mem_prod, mem_Iic, and_imp] refine fun hxs hxr ↦ ⟨hxs, hxr.trans ?_⟩ exact mod_cast hr_le_q
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import Mathlib.MeasureTheory.Decomposition.RadonNikodym import Mathlib.Probability.Kernel.Disintegration.CdfToKernel #align_import probability.kernel.cond_cdf from "leanprover-community/mathlib"@"3b88f4005dc2e28d42f974cc1ce838f0dafb39b8" open MeasureTheory Set Filter TopologicalSpace open scoped NNReal ENNReal Me...
Mathlib/Probability/Kernel/Disintegration/CondCdf.lean
102
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theorem tendsto_IicSnd_atBot [IsFiniteMeasure ρ] {s : Set α} (hs : MeasurableSet s) : Tendsto (fun r : ℚ ↦ ρ.IicSnd r s) atBot (𝓝 0) := by
simp_rw [ρ.IicSnd_apply _ hs] have h_empty : ρ (s ×ˢ ∅) = 0 := by simp only [prod_empty, measure_empty] rw [← h_empty, ← Real.iInter_Iic_rat, prod_iInter] suffices h_neg : Tendsto (fun r : ℚ ↦ ρ (s ×ˢ Iic ↑(-r))) atTop (𝓝 (ρ (⋂ r : ℚ, s ×ˢ Iic ↑(-r)))) by have h_inter_eq : ⋂ r : ℚ, s ×ˢ Iic ↑(-r) = ...
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import Mathlib.Topology.Algebra.Algebra import Mathlib.Analysis.InnerProductSpace.Basic #align_import analysis.inner_product_space.of_norm from "leanprover-community/mathlib"@"baa88307f3e699fa7054ef04ec79fa4f056169cb" open RCLike open scoped ComplexConjugate variable {𝕜 : Type*} [RCLike 𝕜] (E : Type*) [Normed...
Mathlib/Analysis/InnerProductSpace/OfNorm.lean
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theorem innerProp_neg_one : innerProp' E ((-1 : ℤ) : 𝕜) := by
intro x y simp only [inner_, neg_mul_eq_neg_mul, one_mul, Int.cast_one, one_smul, RingHom.map_one, map_neg, Int.cast_neg, neg_smul, neg_one_mul] rw [neg_mul_comm] congr 1 have h₁ : ‖-x - y‖ = ‖x + y‖ := by rw [← neg_add', norm_neg] have h₂ : ‖-x + y‖ = ‖x - y‖ := by rw [← neg_sub, norm_neg, sub_eq_neg_...
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import Mathlib.Topology.Algebra.Algebra import Mathlib.Analysis.InnerProductSpace.Basic #align_import analysis.inner_product_space.of_norm from "leanprover-community/mathlib"@"baa88307f3e699fa7054ef04ec79fa4f056169cb" open RCLike open scoped ComplexConjugate variable {𝕜 : Type*} [RCLike 𝕜] (E : Type*) [Normed...
Mathlib/Analysis/InnerProductSpace/OfNorm.lean
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theorem _root_.Continuous.inner_ {f g : ℝ → E} (hf : Continuous f) (hg : Continuous g) : Continuous fun x => inner_ 𝕜 (f x) (g x) := by
unfold inner_ have := Continuous.const_smul (M := 𝕜) hf I continuity
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import Mathlib.Topology.Algebra.Algebra import Mathlib.Analysis.InnerProductSpace.Basic #align_import analysis.inner_product_space.of_norm from "leanprover-community/mathlib"@"baa88307f3e699fa7054ef04ec79fa4f056169cb" open RCLike open scoped ComplexConjugate variable {𝕜 : Type*} [RCLike 𝕜] (E : Type*) [Normed...
Mathlib/Analysis/InnerProductSpace/OfNorm.lean
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theorem inner_.norm_sq (x : E) : ‖x‖ ^ 2 = re (inner_ 𝕜 x x) := by
simp only [inner_] have h₁ : RCLike.normSq (4 : 𝕜) = 16 := by have : ((4 : ℝ) : 𝕜) = (4 : 𝕜) := by norm_cast rw [← this, normSq_eq_def', RCLike.norm_of_nonneg (by norm_num : (0 : ℝ) ≤ 4)] norm_num have h₂ : ‖x + x‖ = 2 * ‖x‖ := by rw [← two_smul 𝕜, norm_smul, RCLike.norm_two] simp only [h₁, h₂,...
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import Mathlib.Topology.Algebra.Algebra import Mathlib.Analysis.InnerProductSpace.Basic #align_import analysis.inner_product_space.of_norm from "leanprover-community/mathlib"@"baa88307f3e699fa7054ef04ec79fa4f056169cb" open RCLike open scoped ComplexConjugate variable {𝕜 : Type*} [RCLike 𝕜] (E : Type*) [Normed...
Mathlib/Analysis/InnerProductSpace/OfNorm.lean
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theorem inner_.conj_symm (x y : E) : conj (inner_ 𝕜 y x) = inner_ 𝕜 x y := by
simp only [inner_] have h4 : conj (4⁻¹ : 𝕜) = 4⁻¹ := by norm_num rw [map_mul, h4] congr 1 simp only [map_sub, map_add, algebraMap_eq_ofReal, ← ofReal_mul, conj_ofReal, map_mul, conj_I] rw [add_comm y x, norm_sub_rev] by_cases hI : (I : 𝕜) = 0 · simp only [hI, neg_zero, zero_mul] -- Porting note: th...
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.Analysis.NormedSpace.Banach import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.symmetric from "leanprover-community/mathlib"@"3f655f5297b030a87d641ad4e825af8d9679eb0b" open RCLike open ComplexConjugate variable ...
Mathlib/Analysis/InnerProductSpace/Symmetric.lean
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theorem IsSymmetric.conj_inner_sym {T : E →ₗ[𝕜] E} (hT : IsSymmetric T) (x y : E) : conj ⟪T x, y⟫ = ⟪T y, x⟫ := by
rw [hT x y, inner_conj_symm]
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.Analysis.NormedSpace.Banach import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.symmetric from "leanprover-community/mathlib"@"3f655f5297b030a87d641ad4e825af8d9679eb0b" open RCLike open ComplexConjugate variable ...
Mathlib/Analysis/InnerProductSpace/Symmetric.lean
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theorem IsSymmetric.add {T S : E →ₗ[𝕜] E} (hT : T.IsSymmetric) (hS : S.IsSymmetric) : (T + S).IsSymmetric := by
intro x y rw [LinearMap.add_apply, inner_add_left, hT x y, hS x y, ← inner_add_right] rfl
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.Analysis.NormedSpace.Banach import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.symmetric from "leanprover-community/mathlib"@"3f655f5297b030a87d641ad4e825af8d9679eb0b" open RCLike open ComplexConjugate variable ...
Mathlib/Analysis/InnerProductSpace/Symmetric.lean
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theorem IsSymmetric.continuous [CompleteSpace E] {T : E →ₗ[𝕜] E} (hT : IsSymmetric T) : Continuous T := by
-- We prove it by using the closed graph theorem refine T.continuous_of_seq_closed_graph fun u x y hu hTu => ?_ rw [← sub_eq_zero, ← @inner_self_eq_zero 𝕜] have hlhs : ∀ k : ℕ, ⟪T (u k) - T x, y - T x⟫ = ⟪u k - x, T (y - T x)⟫ := by intro k rw [← T.map_sub, hT] refine tendsto_nhds_unique ((hTu.sub_c...
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.Analysis.NormedSpace.Banach import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.symmetric from "leanprover-community/mathlib"@"3f655f5297b030a87d641ad4e825af8d9679eb0b" open RCLike open ComplexConjugate variable ...
Mathlib/Analysis/InnerProductSpace/Symmetric.lean
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theorem IsSymmetric.coe_reApplyInnerSelf_apply {T : E →L[𝕜] E} (hT : IsSymmetric (T : E →ₗ[𝕜] E)) (x : E) : (T.reApplyInnerSelf x : 𝕜) = ⟪T x, x⟫ := by
rsuffices ⟨r, hr⟩ : ∃ r : ℝ, ⟪T x, x⟫ = r · simp [hr, T.reApplyInnerSelf_apply] rw [← conj_eq_iff_real] exact hT.conj_inner_sym x x
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.Analysis.NormedSpace.Banach import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.symmetric from "leanprover-community/mathlib"@"3f655f5297b030a87d641ad4e825af8d9679eb0b" open RCLike open ComplexConjugate variable ...
Mathlib/Analysis/InnerProductSpace/Symmetric.lean
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theorem isSymmetric_iff_inner_map_self_real (T : V →ₗ[ℂ] V) : IsSymmetric T ↔ ∀ v : V, conj ⟪T v, v⟫_ℂ = ⟪T v, v⟫_ℂ := by
constructor · intro hT v apply IsSymmetric.conj_inner_sym hT · intro h x y rw [← inner_conj_symm x (T y)] rw [inner_map_polarization T x y] simp only [starRingEnd_apply, star_div', star_sub, star_add, star_mul] simp only [← starRingEnd_apply] rw [h (x + y), h (x - y), h (x + Complex.I • y...
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.Analysis.NormedSpace.Banach import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.symmetric from "leanprover-community/mathlib"@"3f655f5297b030a87d641ad4e825af8d9679eb0b" open RCLike open ComplexConjugate variable ...
Mathlib/Analysis/InnerProductSpace/Symmetric.lean
163
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theorem IsSymmetric.inner_map_polarization {T : E →ₗ[𝕜] E} (hT : T.IsSymmetric) (x y : E) : ⟪T x, y⟫ = (⟪T (x + y), x + y⟫ - ⟪T (x - y), x - y⟫ - I * ⟪T (x + (I : 𝕜) • y), x + (I : 𝕜) • y⟫ + I * ⟪T (x - (I : 𝕜) • y), x - (I : 𝕜) • y⟫) / 4 := by
rcases@I_mul_I_ax 𝕜 _ with (h | h) · simp_rw [h, zero_mul, sub_zero, add_zero, map_add, map_sub, inner_add_left, inner_add_right, inner_sub_left, inner_sub_right, hT x, ← inner_conj_symm x (T y)] suffices (re ⟪T y, x⟫ : 𝕜) = ⟪T y, x⟫ by rw [conj_eq_iff_re.mpr this] ring rw [← re_add_im ...
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.MeasureTheory.Constructions.BorelSpace.Complex #align_import measure_theory.function.special_functions.inner from "leanprover-community/mathlib"@"bf6a01357ff5684b1ebcd0f1a13be314fc82c0bf" variable {α : Type*} {𝕜 : Type*} {E : Type*} variable [RCLike ...
Mathlib/MeasureTheory/Function/SpecialFunctions/Inner.lean
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theorem AEMeasurable.inner {m : MeasurableSpace α} [MeasurableSpace E] [OpensMeasurableSpace E] [SecondCountableTopology E] {μ : MeasureTheory.Measure α} {f g : α → E} (hf : AEMeasurable f μ) (hg : AEMeasurable g μ) : AEMeasurable (fun x => ⟪f x, g x⟫) μ := by
refine ⟨fun x => ⟪hf.mk f x, hg.mk g x⟫, hf.measurable_mk.inner hg.measurable_mk, ?_⟩ refine hf.ae_eq_mk.mp (hg.ae_eq_mk.mono fun x hxg hxf => ?_) dsimp only congr
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import Mathlib.Analysis.NormedSpace.ConformalLinearMap import Mathlib.Analysis.InnerProductSpace.Basic #align_import analysis.inner_product_space.conformal_linear_map from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" variable {E F : Type*} variable [NormedAddCommGroup E] [NormedAddCom...
Mathlib/Analysis/InnerProductSpace/ConformalLinearMap.lean
29
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theorem isConformalMap_iff (f : E →L[ℝ] F) : IsConformalMap f ↔ ∃ c : ℝ, 0 < c ∧ ∀ u v : E, ⟪f u, f v⟫ = c * ⟪u, v⟫ := by
constructor · rintro ⟨c₁, hc₁, li, rfl⟩ refine ⟨c₁ * c₁, mul_self_pos.2 hc₁, fun u v => ?_⟩ simp only [real_inner_smul_left, real_inner_smul_right, mul_assoc, coe_smul', coe_toContinuousLinearMap, Pi.smul_apply, inner_map_map] · rintro ⟨c₁, hc₁, huv⟩ obtain ⟨c, hc, rfl⟩ : ∃ c : ℝ, 0 < c ∧ c₁ = ...
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import Mathlib.Analysis.Calculus.Conformal.NormedSpace import Mathlib.Analysis.InnerProductSpace.ConformalLinearMap #align_import analysis.calculus.conformal.inner_product from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section variable {E F : Type*} variable [NormedA...
Mathlib/Analysis/Calculus/Conformal/InnerProduct.lean
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theorem conformalAt_iff' {f : E → F} {x : E} : ConformalAt f x ↔ ∃ c : ℝ, 0 < c ∧ ∀ u v : E, ⟪fderiv ℝ f x u, fderiv ℝ f x v⟫ = c * ⟪u, v⟫ := by
rw [conformalAt_iff_isConformalMap_fderiv, isConformalMap_iff]
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import Mathlib.Analysis.Calculus.Conformal.NormedSpace import Mathlib.Analysis.InnerProductSpace.ConformalLinearMap #align_import analysis.calculus.conformal.inner_product from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section variable {E F : Type*} variable [NormedA...
Mathlib/Analysis/Calculus/Conformal/InnerProduct.lean
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theorem conformalAt_iff {f : E → F} {x : E} {f' : E →L[ℝ] F} (h : HasFDerivAt f f' x) : ConformalAt f x ↔ ∃ c : ℝ, 0 < c ∧ ∀ u v : E, ⟪f' u, f' v⟫ = c * ⟪u, v⟫ := by
simp only [conformalAt_iff', h.fderiv]
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
56
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theorem mem_orthogonal' (v : E) : v ∈ Kᗮ ↔ ∀ u ∈ K, ⟪v, u⟫ = 0 := by
simp_rw [mem_orthogonal, inner_eq_zero_symm]
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
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theorem inner_left_of_mem_orthogonal {u v : E} (hu : u ∈ K) (hv : v ∈ Kᗮ) : ⟪v, u⟫ = 0 := by
rw [inner_eq_zero_symm]; exact inner_right_of_mem_orthogonal hu hv
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
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theorem mem_orthogonal_singleton_iff_inner_right {u v : E} : v ∈ (𝕜 ∙ u)ᗮ ↔ ⟪u, v⟫ = 0 := by
refine ⟨inner_right_of_mem_orthogonal (mem_span_singleton_self u), ?_⟩ intro hv w hw rw [mem_span_singleton] at hw obtain ⟨c, rfl⟩ := hw simp [inner_smul_left, hv]
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
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theorem mem_orthogonal_singleton_iff_inner_left {u v : E} : v ∈ (𝕜 ∙ u)ᗮ ↔ ⟪v, u⟫ = 0 := by
rw [mem_orthogonal_singleton_iff_inner_right, inner_eq_zero_symm]
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
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theorem sub_mem_orthogonal_of_inner_left {x y : E} (h : ∀ v : K, ⟪x, v⟫ = ⟪y, v⟫) : x - y ∈ Kᗮ := by
rw [mem_orthogonal'] intro u hu rw [inner_sub_left, sub_eq_zero] exact h ⟨u, hu⟩
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
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theorem sub_mem_orthogonal_of_inner_right {x y : E} (h : ∀ v : K, ⟪(v : E), x⟫ = ⟪(v : E), y⟫) : x - y ∈ Kᗮ := by
intro u hu rw [inner_sub_right, sub_eq_zero] exact h ⟨u, hu⟩
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
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theorem inf_orthogonal_eq_bot : K ⊓ Kᗮ = ⊥ := by
rw [eq_bot_iff] intro x rw [mem_inf] exact fun ⟨hx, ho⟩ => inner_self_eq_zero.1 (ho x hx)
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
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theorem orthogonal_disjoint : Disjoint K Kᗮ := by
simp [disjoint_iff, K.inf_orthogonal_eq_bot]
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
116
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theorem orthogonal_eq_inter : Kᗮ = ⨅ v : K, LinearMap.ker (innerSL 𝕜 (v : E)) := by
apply le_antisymm · rw [le_iInf_iff] rintro ⟨v, hv⟩ w hw simpa using hw _ hv · intro v hv w hw simp only [mem_iInf] at hv exact hv ⟨w, hw⟩
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import Mathlib.Analysis.InnerProductSpace.Basic import Mathlib.LinearAlgebra.SesquilinearForm #align_import analysis.inner_product_space.orthogonal from "leanprover-community/mathlib"@"f0c8bf9245297a541f468be517f1bde6195105e9" variable {𝕜 E F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup E] [InnerProductSpace...
Mathlib/Analysis/InnerProductSpace/Orthogonal.lean
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theorem isClosed_orthogonal : IsClosed (Kᗮ : Set E) := by
rw [orthogonal_eq_inter K] have := fun v : K => ContinuousLinearMap.isClosed_ker (innerSL 𝕜 (v : E)) convert isClosed_iInter this simp only [iInf_coe]
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import Mathlib.Analysis.Convex.Basic import Mathlib.Analysis.InnerProductSpace.Orthogonal import Mathlib.Analysis.InnerProductSpace.Symmetric import Mathlib.Analysis.NormedSpace.RCLike import Mathlib.Analysis.RCLike.Lemmas import Mathlib.Algebra.DirectSum.Decomposition #align_import analysis.inner_product_space.proje...
Mathlib/Analysis/InnerProductSpace/Projection.lean
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theorem exists_norm_eq_iInf_of_complete_convex {K : Set F} (ne : K.Nonempty) (h₁ : IsComplete K) (h₂ : Convex ℝ K) : ∀ u : F, ∃ v ∈ K, ‖u - v‖ = ⨅ w : K, ‖u - w‖ := fun u => by let δ := ⨅ w : K, ‖u - w‖ letI : Nonempty K := ne.to_subtype have zero_le_δ : 0 ≤ δ := le_ciInf fun _ => norm_nonneg _ have δ_le : ...
have hδ : ∀ n : ℕ, δ < δ + 1 / (n + 1) := fun n => lt_add_of_le_of_pos le_rfl Nat.one_div_pos_of_nat have h := fun n => exists_lt_of_ciInf_lt (hδ n) let w : ℕ → K := fun n => Classical.choose (h n) exact ⟨w, fun n => Classical.choose_spec (h n)⟩ rcases exists_seq with ⟨w, hw⟩ have norm_tendst...
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import Mathlib.Analysis.InnerProductSpace.Projection import Mathlib.Dynamics.BirkhoffSum.NormedSpace open Filter Finset Function Bornology open scoped Topology variable {𝕜 E : Type*} [RCLike 𝕜] [NormedAddCommGroup E]
Mathlib/Analysis/InnerProductSpace/MeanErgodic.lean
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theorem LinearMap.tendsto_birkhoffAverage_of_ker_subset_closure [NormedSpace 𝕜 E] (f : E →ₗ[𝕜] E) (hf : LipschitzWith 1 f) (g : E →L[𝕜] LinearMap.eqLocus f 1) (hg_proj : ∀ x : LinearMap.eqLocus f 1, g x = x) (hg_ker : (LinearMap.ker g : Set E) ⊆ closure (LinearMap.range (f - 1))) (x : E) : Tendsto (b...
/- Any point can be represented as a sum of `y ∈ LinearMap.ker g` and a fixed point `z`. -/ obtain ⟨y, hy, z, hz, rfl⟩ : ∃ y, g y = 0 ∧ ∃ z, IsFixedPt f z ∧ x = y + z := ⟨x - g x, by simp [hg_proj], g x, (g x).2, by simp⟩ /- For a fixed point, the theorem is trivial, so it suffices to prove it for `y ∈ Lin...
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import Mathlib.Analysis.InnerProductSpace.Projection import Mathlib.Dynamics.BirkhoffSum.NormedSpace open Filter Finset Function Bornology open scoped Topology variable {𝕜 E : Type*} [RCLike 𝕜] [NormedAddCommGroup E] theorem LinearMap.tendsto_birkhoffAverage_of_ker_subset_closure [NormedSpace 𝕜 E] (f : E ...
Mathlib/Analysis/InnerProductSpace/MeanErgodic.lean
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theorem ContinuousLinearMap.tendsto_birkhoffAverage_orthogonalProjection (f : E →L[𝕜] E) (hf : ‖f‖ ≤ 1) (x : E) : Tendsto (birkhoffAverage 𝕜 f _root_.id · x) atTop (𝓝 <| orthogonalProjection (LinearMap.eqLocus f 1) x) := by
/- Due to the previous theorem, it suffices to verify that the range of `f - 1` is dense in the orthogonal complement to the submodule of fixed points of `f`. -/ apply (f : E →ₗ[𝕜] E).tendsto_birkhoffAverage_of_ker_subset_closure (f.lipschitz.weaken hf) · exact orthogonalProjection_mem_subspace_eq_self (K :...
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import Mathlib.Analysis.InnerProductSpace.Projection import Mathlib.MeasureTheory.Function.ConditionalExpectation.Unique import Mathlib.MeasureTheory.Function.L2Space #align_import measure_theory.function.conditional_expectation.condexp_L2 from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e"...
Mathlib/MeasureTheory/Function/ConditionalExpectation/CondexpL2.lean
106
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theorem snorm_condexpL2_le (hm : m ≤ m0) (f : α →₂[μ] E) : snorm (F := E) (condexpL2 E 𝕜 hm f) 2 μ ≤ snorm f 2 μ := by
rw [lpMeas_coe, ← ENNReal.toReal_le_toReal (Lp.snorm_ne_top _) (Lp.snorm_ne_top _), ← Lp.norm_def, ← Lp.norm_def, Submodule.norm_coe] exact norm_condexpL2_le hm f
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import Mathlib.Analysis.InnerProductSpace.Projection import Mathlib.MeasureTheory.Function.ConditionalExpectation.Unique import Mathlib.MeasureTheory.Function.L2Space #align_import measure_theory.function.conditional_expectation.condexp_L2 from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e"...
Mathlib/MeasureTheory/Function/ConditionalExpectation/CondexpL2.lean
113
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theorem norm_condexpL2_coe_le (hm : m ≤ m0) (f : α →₂[μ] E) : ‖(condexpL2 E 𝕜 hm f : α →₂[μ] E)‖ ≤ ‖f‖ := by
rw [Lp.norm_def, Lp.norm_def, ← lpMeas_coe] refine (ENNReal.toReal_le_toReal ?_ (Lp.snorm_ne_top _)).mpr (snorm_condexpL2_le hm f) exact Lp.snorm_ne_top _
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL2 #align_import measure_theory.function.conditional_expectation.condexp_L1 from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" noncomputable section open TopologicalSpace MeasureTheory.Lp Filter ContinuousLinearMap o...
Mathlib/MeasureTheory/Function/ConditionalExpectation/CondexpL1.lean
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theorem condexpIndL1Fin_add (hs : MeasurableSet s) (hμs : μ s ≠ ∞) (x y : G) : condexpIndL1Fin hm hs hμs (x + y) = condexpIndL1Fin hm hs hμs x + condexpIndL1Fin hm hs hμs y := by
ext1 refine (Memℒp.coeFn_toLp q).trans ?_ refine EventuallyEq.trans ?_ (Lp.coeFn_add _ _).symm refine EventuallyEq.trans ?_ (EventuallyEq.add (Memℒp.coeFn_toLp q).symm (Memℒp.coeFn_toLp q).symm) rw [condexpIndSMul_add] refine (Lp.coeFn_add _ _).trans (eventually_of_forall fun a => ?_) rfl
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL2 #align_import measure_theory.function.conditional_expectation.condexp_L1 from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" noncomputable section open TopologicalSpace MeasureTheory.Lp Filter ContinuousLinearMap o...
Mathlib/MeasureTheory/Function/ConditionalExpectation/CondexpL1.lean
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theorem condexpIndL1Fin_smul (hs : MeasurableSet s) (hμs : μ s ≠ ∞) (c : ℝ) (x : G) : condexpIndL1Fin hm hs hμs (c • x) = c • condexpIndL1Fin hm hs hμs x := by
ext1 refine (Memℒp.coeFn_toLp q).trans ?_ refine EventuallyEq.trans ?_ (Lp.coeFn_smul _ _).symm rw [condexpIndSMul_smul hs hμs c x] refine (Lp.coeFn_smul _ _).trans ?_ refine (condexpIndL1Fin_ae_eq_condexpIndSMul hm hs hμs x).mono fun y hy => ?_ simp only [Pi.smul_apply, hy]
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL2 #align_import measure_theory.function.conditional_expectation.condexp_L1 from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" noncomputable section open TopologicalSpace MeasureTheory.Lp Filter ContinuousLinearMap o...
Mathlib/MeasureTheory/Function/ConditionalExpectation/CondexpL1.lean
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theorem condexpIndL1Fin_smul' [NormedSpace ℝ F] [SMulCommClass ℝ 𝕜 F] (hs : MeasurableSet s) (hμs : μ s ≠ ∞) (c : 𝕜) (x : F) : condexpIndL1Fin hm hs hμs (c • x) = c • condexpIndL1Fin hm hs hμs x := by
ext1 refine (Memℒp.coeFn_toLp q).trans ?_ refine EventuallyEq.trans ?_ (Lp.coeFn_smul _ _).symm rw [condexpIndSMul_smul' hs hμs c x] refine (Lp.coeFn_smul _ _).trans ?_ refine (condexpIndL1Fin_ae_eq_condexpIndSMul hm hs hμs x).mono fun y hy => ?_ simp only [Pi.smul_apply, hy]
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL2 #align_import measure_theory.function.conditional_expectation.condexp_L1 from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" noncomputable section open TopologicalSpace MeasureTheory.Lp Filter ContinuousLinearMap o...
Mathlib/MeasureTheory/Function/ConditionalExpectation/CondexpL1.lean
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theorem norm_condexpIndL1Fin_le (hs : MeasurableSet s) (hμs : μ s ≠ ∞) (x : G) : ‖condexpIndL1Fin hm hs hμs x‖ ≤ (μ s).toReal * ‖x‖ := by
have : 0 ≤ ∫ a : α, ‖condexpIndL1Fin hm hs hμs x a‖ ∂μ := by positivity rw [L1.norm_eq_integral_norm, ← ENNReal.toReal_ofReal (norm_nonneg x), ← ENNReal.toReal_mul, ← ENNReal.toReal_ofReal this, ENNReal.toReal_le_toReal ENNReal.ofReal_ne_top (ENNReal.mul_ne_top hμs ENNReal.ofReal_ne_top), ofReal_integr...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1 #align_import measure_theory.function.conditional_expectation.basic from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" open TopologicalSpace MeasureTheory.Lp Filter open scoped ENNReal Topology MeasureTheory names...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Basic.lean
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theorem condexp_of_not_le (hm_not : ¬m ≤ m0) : μ[f|m] = 0 := by
rw [condexp, dif_neg hm_not]
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1 #align_import measure_theory.function.conditional_expectation.basic from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" open TopologicalSpace MeasureTheory.Lp Filter open scoped ENNReal Topology MeasureTheory names...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Basic.lean
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theorem condexp_of_not_sigmaFinite (hm : m ≤ m0) (hμm_not : ¬SigmaFinite (μ.trim hm)) : μ[f|m] = 0 := by
rw [condexp, dif_pos hm, dif_neg]; push_neg; exact fun h => absurd h hμm_not
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1 #align_import measure_theory.function.conditional_expectation.basic from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" open TopologicalSpace MeasureTheory.Lp Filter open scoped ENNReal Topology MeasureTheory names...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Basic.lean
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theorem condexp_of_sigmaFinite (hm : m ≤ m0) [hμm : SigmaFinite (μ.trim hm)] : μ[f|m] = if Integrable f μ then if StronglyMeasurable[m] f then f else aestronglyMeasurable'_condexpL1.mk (condexpL1 hm μ f) else 0 := by
rw [condexp, dif_pos hm] simp only [hμm, Ne, true_and_iff] by_cases hf : Integrable f μ · rw [dif_pos hf, if_pos hf] · rw [dif_neg hf, if_neg hf]
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1 #align_import measure_theory.function.conditional_expectation.basic from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" open TopologicalSpace MeasureTheory.Lp Filter open scoped ENNReal Topology MeasureTheory names...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Basic.lean
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theorem condexp_of_stronglyMeasurable (hm : m ≤ m0) [hμm : SigmaFinite (μ.trim hm)] {f : α → F'} (hf : StronglyMeasurable[m] f) (hfi : Integrable f μ) : μ[f|m] = f := by
rw [condexp_of_sigmaFinite hm, if_pos hfi, if_pos hf]
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1 #align_import measure_theory.function.conditional_expectation.basic from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" open TopologicalSpace MeasureTheory.Lp Filter open scoped ENNReal Topology MeasureTheory names...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Basic.lean
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theorem condexp_ae_eq_condexpL1 (hm : m ≤ m0) [hμm : SigmaFinite (μ.trim hm)] (f : α → F') : μ[f|m] =ᵐ[μ] condexpL1 hm μ f := by
rw [condexp_of_sigmaFinite hm] by_cases hfi : Integrable f μ · rw [if_pos hfi] by_cases hfm : StronglyMeasurable[m] f · rw [if_pos hfm] exact (condexpL1_of_aestronglyMeasurable' (StronglyMeasurable.aeStronglyMeasurable' hfm) hfi).symm · rw [if_neg hfm] exact (AEStronglyMeasurable'...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1 #align_import measure_theory.function.conditional_expectation.basic from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" open TopologicalSpace MeasureTheory.Lp Filter open scoped ENNReal Topology MeasureTheory names...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Basic.lean
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theorem condexp_ae_eq_condexpL1CLM (hm : m ≤ m0) [SigmaFinite (μ.trim hm)] (hf : Integrable f μ) : μ[f|m] =ᵐ[μ] condexpL1CLM F' hm μ (hf.toL1 f) := by
refine (condexp_ae_eq_condexpL1 hm f).trans (eventually_of_forall fun x => ?_) rw [condexpL1_eq hf]
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1 #align_import measure_theory.function.conditional_expectation.basic from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" open TopologicalSpace MeasureTheory.Lp Filter open scoped ENNReal Topology MeasureTheory names...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Basic.lean
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theorem condexp_undef (hf : ¬Integrable f μ) : μ[f|m] = 0 := by
by_cases hm : m ≤ m0 swap; · rw [condexp_of_not_le hm] by_cases hμm : SigmaFinite (μ.trim hm) swap; · rw [condexp_of_not_sigmaFinite hm hμm] haveI : SigmaFinite (μ.trim hm) := hμm rw [condexp_of_sigmaFinite, if_neg hf]
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1 #align_import measure_theory.function.conditional_expectation.basic from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" open TopologicalSpace MeasureTheory.Lp Filter open scoped ENNReal Topology MeasureTheory names...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Basic.lean
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theorem condexp_zero : μ[(0 : α → F')|m] = 0 := by
by_cases hm : m ≤ m0 swap; · rw [condexp_of_not_le hm] by_cases hμm : SigmaFinite (μ.trim hm) swap; · rw [condexp_of_not_sigmaFinite hm hμm] haveI : SigmaFinite (μ.trim hm) := hμm exact condexp_of_stronglyMeasurable hm (@stronglyMeasurable_zero _ _ m _ _) (integrable_zero _ _ _)
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.CondexpL1 #align_import measure_theory.function.conditional_expectation.basic from "leanprover-community/mathlib"@"d8bbb04e2d2a44596798a9207ceefc0fb236e41e" open TopologicalSpace MeasureTheory.Lp Filter open scoped ENNReal Topology MeasureTheory names...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Basic.lean
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theorem stronglyMeasurable_condexp : StronglyMeasurable[m] (μ[f|m]) := by
by_cases hm : m ≤ m0 swap; · rw [condexp_of_not_le hm]; exact stronglyMeasurable_zero by_cases hμm : SigmaFinite (μ.trim hm) swap; · rw [condexp_of_not_sigmaFinite hm hμm]; exact stronglyMeasurable_zero haveI : SigmaFinite (μ.trim hm) := hμm rw [condexp_of_sigmaFinite hm] split_ifs with hfi hfm · exact...
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import Mathlib.Probability.Notation import Mathlib.Probability.Independence.Basic import Mathlib.MeasureTheory.Function.ConditionalExpectation.Basic #align_import probability.conditional_expectation from "leanprover-community/mathlib"@"2f8347015b12b0864dfaf366ec4909eb70c78740" open TopologicalSpace Filter open s...
Mathlib/Probability/ConditionalExpectation.lean
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theorem condexp_indep_eq (hle₁ : m₁ ≤ m) (hle₂ : m₂ ≤ m) [SigmaFinite (μ.trim hle₂)] (hf : StronglyMeasurable[m₁] f) (hindp : Indep m₁ m₂ μ) : μ[f|m₂] =ᵐ[μ] fun _ => μ[f] := by
by_cases hfint : Integrable f μ swap; · rw [condexp_undef hfint, integral_undef hfint]; rfl refine (ae_eq_condexp_of_forall_setIntegral_eq hle₂ hfint (fun s _ hs => integrableOn_const.2 (Or.inr hs)) (fun s hms hs => ?_) stronglyMeasurable_const.aeStronglyMeasurable').symm rw [setIntegral_const] rw ...
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import Mathlib.Probability.Martingale.BorelCantelli import Mathlib.Probability.ConditionalExpectation import Mathlib.Probability.Independence.Basic #align_import probability.borel_cantelli from "leanprover-community/mathlib"@"2f8347015b12b0864dfaf366ec4909eb70c78740" open scoped MeasureTheory ProbabilityTheory EN...
Mathlib/Probability/BorelCantelli.lean
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theorem iIndepFun.indep_comap_natural_of_lt (hf : ∀ i, StronglyMeasurable (f i)) (hfi : iIndepFun (fun _ => mβ) f μ) (hij : i < j) : Indep (MeasurableSpace.comap (f j) mβ) (Filtration.natural f hf i) μ := by
suffices Indep (⨆ k ∈ ({j} : Set ι), MeasurableSpace.comap (f k) mβ) (⨆ k ∈ {k | k ≤ i}, MeasurableSpace.comap (f k) mβ) μ by rwa [iSup_singleton] at this exact indep_iSup_of_disjoint (fun k => (hf k).measurable.comap_le) hfi (by simpa)
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import Mathlib.Probability.Martingale.BorelCantelli import Mathlib.Probability.ConditionalExpectation import Mathlib.Probability.Independence.Basic #align_import probability.borel_cantelli from "leanprover-community/mathlib"@"2f8347015b12b0864dfaf366ec4909eb70c78740" open scoped MeasureTheory ProbabilityTheory EN...
Mathlib/Probability/BorelCantelli.lean
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theorem iIndepSet.condexp_indicator_filtrationOfSet_ae_eq (hsm : ∀ n, MeasurableSet (s n)) (hs : iIndepSet s μ) (hij : i < j) : μ[(s j).indicator (fun _ => 1 : Ω → ℝ)|filtrationOfSet hsm i] =ᵐ[μ] fun _ => (μ (s j)).toReal := by
rw [Filtration.filtrationOfSet_eq_natural (β := ℝ) hsm] refine (iIndepFun.condexp_natural_ae_eq_of_lt _ hs.iIndepFun_indicator hij).trans ?_ simp only [integral_indicator_const _ (hsm _), Algebra.id.smul_eq_mul, mul_one]; rfl
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import Mathlib.Probability.Martingale.BorelCantelli import Mathlib.Probability.ConditionalExpectation import Mathlib.Probability.Independence.Basic #align_import probability.borel_cantelli from "leanprover-community/mathlib"@"2f8347015b12b0864dfaf366ec4909eb70c78740" open scoped MeasureTheory ProbabilityTheory EN...
Mathlib/Probability/BorelCantelli.lean
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theorem measure_limsup_eq_one {s : ℕ → Set Ω} (hsm : ∀ n, MeasurableSet (s n)) (hs : iIndepSet s μ) (hs' : (∑' n, μ (s n)) = ∞) : μ (limsup s atTop) = 1 := by
rw [measure_congr (eventuallyEq_set.2 (ae_mem_limsup_atTop_iff μ <| measurableSet_filtrationOfSet' hsm) : (limsup s atTop : Set Ω) =ᵐ[μ] {ω | Tendsto (fun n => ∑ k ∈ Finset.range n, (μ[(s (k + 1)).indicator (1 : Ω → ℝ)|filtrationOfSet hsm k]) ω) atTop atTop})] suffices {ω | Tendsto (fun n => ∑ k ...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.Basic #align_import measure_theory.function.conditional_expectation.indicator from "leanprover-community/mathlib"@"f2ce6086713c78a7f880485f7917ea547a215982" noncomputable section open TopologicalSpace MeasureTheory.Lp Filter ContinuousLinearMap open s...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Indicator.lean
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theorem condexp_ae_eq_restrict_zero (hs : MeasurableSet[m] s) (hf : f =ᵐ[μ.restrict s] 0) : μ[f|m] =ᵐ[μ.restrict s] 0 := by
by_cases hm : m ≤ m0 swap; · simp_rw [condexp_of_not_le hm]; rfl by_cases hμm : SigmaFinite (μ.trim hm) swap; · simp_rw [condexp_of_not_sigmaFinite hm hμm]; rfl haveI : SigmaFinite (μ.trim hm) := hμm have : SigmaFinite ((μ.restrict s).trim hm) := by rw [← restrict_trim hm _ hs] exact Restrict.sigma...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.Basic #align_import measure_theory.function.conditional_expectation.indicator from "leanprover-community/mathlib"@"f2ce6086713c78a7f880485f7917ea547a215982" noncomputable section open TopologicalSpace MeasureTheory.Lp Filter ContinuousLinearMap open s...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Indicator.lean
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theorem condexp_indicator_aux (hs : MeasurableSet[m] s) (hf : f =ᵐ[μ.restrict sᶜ] 0) : μ[s.indicator f|m] =ᵐ[μ] s.indicator (μ[f|m]) := by
by_cases hm : m ≤ m0 swap; · simp_rw [condexp_of_not_le hm, Set.indicator_zero']; rfl have hsf_zero : ∀ g : α → E, g =ᵐ[μ.restrict sᶜ] 0 → s.indicator g =ᵐ[μ] g := fun g => indicator_ae_eq_of_restrict_compl_ae_eq_zero (hm _ hs) refine ((hsf_zero (μ[f|m]) (condexp_ae_eq_restrict_zero hs.compl hf)).trans ?_)...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.Basic #align_import measure_theory.function.conditional_expectation.indicator from "leanprover-community/mathlib"@"f2ce6086713c78a7f880485f7917ea547a215982" noncomputable section open TopologicalSpace MeasureTheory.Lp Filter ContinuousLinearMap open s...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Indicator.lean
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theorem condexp_indicator (hf_int : Integrable f μ) (hs : MeasurableSet[m] s) : μ[s.indicator f|m] =ᵐ[μ] s.indicator (μ[f|m]) := by
by_cases hm : m ≤ m0 swap; · simp_rw [condexp_of_not_le hm, Set.indicator_zero']; rfl by_cases hμm : SigmaFinite (μ.trim hm) swap; · simp_rw [condexp_of_not_sigmaFinite hm hμm, Set.indicator_zero']; rfl haveI : SigmaFinite (μ.trim hm) := hμm -- use `have` to perform what should be the first calc step becau...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.Basic #align_import measure_theory.function.conditional_expectation.indicator from "leanprover-community/mathlib"@"f2ce6086713c78a7f880485f7917ea547a215982" noncomputable section open TopologicalSpace MeasureTheory.Lp Filter ContinuousLinearMap open s...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Indicator.lean
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theorem condexp_restrict_ae_eq_restrict (hm : m ≤ m0) [SigmaFinite (μ.trim hm)] (hs_m : MeasurableSet[m] s) (hf_int : Integrable f μ) : (μ.restrict s)[f|m] =ᵐ[μ.restrict s] μ[f|m] := by
have : SigmaFinite ((μ.restrict s).trim hm) := by rw [← restrict_trim hm _ hs_m]; infer_instance rw [ae_eq_restrict_iff_indicator_ae_eq (hm _ hs_m)] refine EventuallyEq.trans ?_ (condexp_indicator hf_int hs_m) refine ae_eq_condexp_of_forall_setIntegral_eq hm (hf_int.indicator (hm _ hs_m)) ?_ ?_ ?_ · intro t ...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.Indicator import Mathlib.MeasureTheory.Function.UniformIntegrable import Mathlib.MeasureTheory.Decomposition.RadonNikodym #align_import measure_theory.function.conditional_expectation.real from "leanprover-community/mathlib"@"b2ff9a3d7a15fd5b0f060b135421d6a...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Real.lean
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theorem rnDeriv_ae_eq_condexp {hm : m ≤ m0} [hμm : SigmaFinite (μ.trim hm)] {f : α → ℝ} (hf : Integrable f μ) : SignedMeasure.rnDeriv ((μ.withDensityᵥ f).trim hm) (μ.trim hm) =ᵐ[μ] μ[f|m] := by
refine ae_eq_condexp_of_forall_setIntegral_eq hm hf ?_ ?_ ?_ · exact fun _ _ _ => (integrable_of_integrable_trim hm (SignedMeasure.integrable_rnDeriv ((μ.withDensityᵥ f).trim hm) (μ.trim hm))).integrableOn · intro s hs _ conv_rhs => rw [← hf.withDensityᵥ_trim_eq_integral hm hs, ← SignedMeasure.wi...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.Indicator import Mathlib.MeasureTheory.Function.UniformIntegrable import Mathlib.MeasureTheory.Decomposition.RadonNikodym #align_import measure_theory.function.conditional_expectation.real from "leanprover-community/mathlib"@"b2ff9a3d7a15fd5b0f060b135421d6a...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Real.lean
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theorem snorm_one_condexp_le_snorm (f : α → ℝ) : snorm (μ[f|m]) 1 μ ≤ snorm f 1 μ := by
by_cases hf : Integrable f μ swap; · rw [condexp_undef hf, snorm_zero]; exact zero_le _ by_cases hm : m ≤ m0 swap; · rw [condexp_of_not_le hm, snorm_zero]; exact zero_le _ by_cases hsig : SigmaFinite (μ.trim hm) swap; · rw [condexp_of_not_sigmaFinite hm hsig, snorm_zero]; exact zero_le _ calc snorm (...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.Indicator import Mathlib.MeasureTheory.Function.UniformIntegrable import Mathlib.MeasureTheory.Decomposition.RadonNikodym #align_import measure_theory.function.conditional_expectation.real from "leanprover-community/mathlib"@"b2ff9a3d7a15fd5b0f060b135421d6a...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Real.lean
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theorem integral_abs_condexp_le (f : α → ℝ) : ∫ x, |(μ[f|m]) x| ∂μ ≤ ∫ x, |f x| ∂μ := by
by_cases hm : m ≤ m0 swap · simp_rw [condexp_of_not_le hm, Pi.zero_apply, abs_zero, integral_zero] positivity by_cases hfint : Integrable f μ swap · simp only [condexp_undef hfint, Pi.zero_apply, abs_zero, integral_const, Algebra.id.smul_eq_mul, mul_zero] positivity rw [integral_eq_lintegra...
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import Mathlib.MeasureTheory.Function.ConditionalExpectation.Indicator import Mathlib.MeasureTheory.Function.UniformIntegrable import Mathlib.MeasureTheory.Decomposition.RadonNikodym #align_import measure_theory.function.conditional_expectation.real from "leanprover-community/mathlib"@"b2ff9a3d7a15fd5b0f060b135421d6a...
Mathlib/MeasureTheory/Function/ConditionalExpectation/Real.lean
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theorem setIntegral_abs_condexp_le {s : Set α} (hs : MeasurableSet[m] s) (f : α → ℝ) : ∫ x in s, |(μ[f|m]) x| ∂μ ≤ ∫ x in s, |f x| ∂μ := by
by_cases hnm : m ≤ m0 swap · simp_rw [condexp_of_not_le hnm, Pi.zero_apply, abs_zero, integral_zero] positivity by_cases hfint : Integrable f μ swap · simp only [condexp_undef hfint, Pi.zero_apply, abs_zero, integral_const, Algebra.id.smul_eq_mul, mul_zero] positivity have : ∫ x in s, |(μ[f...
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import Mathlib.Analysis.InnerProductSpace.Projection import Mathlib.Analysis.NormedSpace.Dual import Mathlib.Analysis.NormedSpace.Star.Basic #align_import analysis.inner_product_space.dual from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section open scoped Classical o...
Mathlib/Analysis/InnerProductSpace/Dual.lean
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theorem ext_inner_left_basis {ι : Type*} {x y : E} (b : Basis ι 𝕜 E) (h : ∀ i : ι, ⟪b i, x⟫ = ⟪b i, y⟫) : x = y := by
apply (toDualMap 𝕜 E).map_eq_iff.mp refine (Function.Injective.eq_iff ContinuousLinearMap.coe_injective).mp (Basis.ext b ?_) intro i simp only [ContinuousLinearMap.coe_coe] rw [toDualMap_apply, toDualMap_apply] rw [← inner_conj_symm] conv_rhs => rw [← inner_conj_symm] exact congr_arg conj (h i)
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import Mathlib.Analysis.InnerProductSpace.Projection import Mathlib.Analysis.NormedSpace.Dual import Mathlib.Analysis.NormedSpace.Star.Basic #align_import analysis.inner_product_space.dual from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section open scoped Classical o...
Mathlib/Analysis/InnerProductSpace/Dual.lean
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theorem ext_inner_right_basis {ι : Type*} {x y : E} (b : Basis ι 𝕜 E) (h : ∀ i : ι, ⟪x, b i⟫ = ⟪y, b i⟫) : x = y := by
refine ext_inner_left_basis b fun i => ?_ rw [← inner_conj_symm] conv_rhs => rw [← inner_conj_symm] exact congr_arg conj (h i)
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import Mathlib.Analysis.InnerProductSpace.Projection import Mathlib.Analysis.NormedSpace.Dual import Mathlib.Analysis.NormedSpace.Star.Basic #align_import analysis.inner_product_space.dual from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section open scoped Classical o...
Mathlib/Analysis/InnerProductSpace/Dual.lean
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theorem toDual_symm_apply {x : E} {y : NormedSpace.Dual 𝕜 E} : ⟪(toDual 𝕜 E).symm y, x⟫ = y x := by
rw [← toDual_apply] simp only [LinearIsometryEquiv.apply_symm_apply]
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem hasFDerivWithinAt_iff_hasGradientWithinAt {frechet : F →L[𝕜] 𝕜} {s : Set F} : HasFDerivWithinAt f frechet s x ↔ HasGradientWithinAt f ((toDual 𝕜 F).symm frechet) s x := by
rw [hasGradientWithinAt_iff_hasFDerivWithinAt, (toDual 𝕜 F).apply_symm_apply frechet]
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem hasFDerivAt_iff_hasGradientAt {frechet : F →L[𝕜] 𝕜} : HasFDerivAt f frechet x ↔ HasGradientAt f ((toDual 𝕜 F).symm frechet) x := by
rw [hasGradientAt_iff_hasFDerivAt, (toDual 𝕜 F).apply_symm_apply frechet]
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem gradient_eq_zero_of_not_differentiableAt (h : ¬DifferentiableAt 𝕜 f x) : ∇ f x = 0 := by
rw [gradient, fderiv_zero_of_not_differentiableAt h, map_zero]
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem DifferentiableAt.hasGradientAt (h : DifferentiableAt 𝕜 f x) : HasGradientAt f (∇ f x) x := by
rw [hasGradientAt_iff_hasFDerivAt, gradient, (toDual 𝕜 F).apply_symm_apply (fderiv 𝕜 f x)] exact h.hasFDerivAt
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem DifferentiableWithinAt.hasGradientWithinAt (h : DifferentiableWithinAt 𝕜 f s x) : HasGradientWithinAt f (gradientWithin f s x) s x := by
rw [hasGradientWithinAt_iff_hasFDerivWithinAt, gradientWithin, (toDual 𝕜 F).apply_symm_apply (fderivWithin 𝕜 f s x)] exact h.hasFDerivWithinAt
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem hasGradientWithinAt_univ : HasGradientWithinAt f f' univ x ↔ HasGradientAt f f' x := by
rw [hasGradientWithinAt_iff_hasFDerivWithinAt, hasGradientAt_iff_hasFDerivAt] exact hasFDerivWithinAt_univ
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem HasGradientAtFilter.hasDerivAtFilter (h : HasGradientAtFilter g g' u L') : HasDerivAtFilter g (starRingEnd 𝕜 g') u L' := by
have : ContinuousLinearMap.smulRight (1 : 𝕜 →L[𝕜] 𝕜) (starRingEnd 𝕜 g') = (toDual 𝕜 𝕜) g' := by ext; simp rwa [HasDerivAtFilter, this]
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem HasDerivAtFilter.hasGradientAtFilter (h : HasDerivAtFilter g g' u L') : HasGradientAtFilter g (starRingEnd 𝕜 g') u L' := by
have : ContinuousLinearMap.smulRight (1 : 𝕜 →L[𝕜] 𝕜) g' = (toDual 𝕜 𝕜) (starRingEnd 𝕜 g') := by ext; simp rwa [HasGradientAtFilter, ← this]
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem HasGradientAt.hasDerivAt (h : HasGradientAt g g' u) : HasDerivAt g (starRingEnd 𝕜 g') u := by
rw [hasGradientAt_iff_hasFDerivAt, hasFDerivAt_iff_hasDerivAt] at h simpa using h
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem HasDerivAt.hasGradientAt (h : HasDerivAt g g' u) : HasGradientAt g (starRingEnd 𝕜 g') u := by
rw [hasGradientAt_iff_hasFDerivAt, hasFDerivAt_iff_hasDerivAt] simpa
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
261
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theorem HasGradientAtFilter.congr_of_eventuallyEq (h : HasGradientAtFilter f f' x L) (hL : f₁ =ᶠ[L] f) (hx : f₁ x = f x) : HasGradientAtFilter f₁ f' x L := by
rwa [hL.hasGradientAtFilter_iff hx rfl]
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
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theorem hasGradientAtFilter_const : HasGradientAtFilter (fun _ => c) 0 x L := by
rw [HasGradientAtFilter, map_zero]; apply hasFDerivAtFilter_const c x L
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import Mathlib.Analysis.InnerProductSpace.Dual import Mathlib.Analysis.Calculus.FDeriv.Basic import Mathlib.Analysis.Calculus.Deriv.Basic open Topology InnerProductSpace Set noncomputable section variable {𝕜 F : Type*} [RCLike 𝕜] variable [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] variabl...
Mathlib/Analysis/Calculus/Gradient/Basic.lean
313
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theorem gradient_const : ∇ (fun _ => c) x = 0 := by
rw [gradient, fderiv_const, Pi.zero_apply, map_zero]
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import Mathlib.Analysis.InnerProductSpace.Dual #align_import analysis.inner_product_space.lax_milgram from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section open RCLike LinearMap ContinuousLinearMap InnerProductSpace open LinearMap (ker range) open RealInnerProduct...
Mathlib/Analysis/InnerProductSpace/LaxMilgram.lean
51
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theorem bounded_below (coercive : IsCoercive B) : ∃ C, 0 < C ∧ ∀ v, C * ‖v‖ ≤ ‖B♯ v‖ := by
rcases coercive with ⟨C, C_ge_0, coercivity⟩ refine ⟨C, C_ge_0, ?_⟩ intro v by_cases h : 0 < ‖v‖ · refine (mul_le_mul_right h).mp ?_ calc C * ‖v‖ * ‖v‖ ≤ B v v := coercivity v _ = ⟪B♯ v, v⟫_ℝ := (continuousLinearMapOfBilin_apply B v v).symm _ ≤ ‖B♯ v‖ * ‖v‖ := real_inner_le_norm (B♯ v) ...
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import Mathlib.Analysis.InnerProductSpace.Dual #align_import analysis.inner_product_space.lax_milgram from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section open RCLike LinearMap ContinuousLinearMap InnerProductSpace open LinearMap (ker range) open RealInnerProduct...
Mathlib/Analysis/InnerProductSpace/LaxMilgram.lean
65
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theorem antilipschitz (coercive : IsCoercive B) : ∃ C : ℝ≥0, 0 < C ∧ AntilipschitzWith C B♯ := by
rcases coercive.bounded_below with ⟨C, C_pos, below_bound⟩ refine ⟨C⁻¹.toNNReal, Real.toNNReal_pos.mpr (inv_pos.mpr C_pos), ?_⟩ refine ContinuousLinearMap.antilipschitz_of_bound B♯ ?_ simp_rw [Real.coe_toNNReal', max_eq_left_of_lt (inv_pos.mpr C_pos), ← inv_mul_le_iff (inv_pos.mpr C_pos)] simpa using bel...
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import Mathlib.Analysis.InnerProductSpace.Dual #align_import analysis.inner_product_space.lax_milgram from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section open RCLike LinearMap ContinuousLinearMap InnerProductSpace open LinearMap (ker range) open RealInnerProduct...
Mathlib/Analysis/InnerProductSpace/LaxMilgram.lean
74
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theorem ker_eq_bot (coercive : IsCoercive B) : ker B♯ = ⊥ := by
rw [LinearMapClass.ker_eq_bot] rcases coercive.antilipschitz with ⟨_, _, antilipschitz⟩ exact antilipschitz.injective
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import Mathlib.Analysis.InnerProductSpace.Dual #align_import analysis.inner_product_space.lax_milgram from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section open RCLike LinearMap ContinuousLinearMap InnerProductSpace open LinearMap (ker range) open RealInnerProduct...
Mathlib/Analysis/InnerProductSpace/LaxMilgram.lean
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theorem isClosed_range (coercive : IsCoercive B) : IsClosed (range B♯ : Set V) := by
rcases coercive.antilipschitz with ⟨_, _, antilipschitz⟩ exact antilipschitz.isClosed_range B♯.uniformContinuous
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import Mathlib.Analysis.InnerProductSpace.Dual #align_import analysis.inner_product_space.lax_milgram from "leanprover-community/mathlib"@"46b633fd842bef9469441c0209906f6dddd2b4f5" noncomputable section open RCLike LinearMap ContinuousLinearMap InnerProductSpace open LinearMap (ker range) open RealInnerProduct...
Mathlib/Analysis/InnerProductSpace/LaxMilgram.lean
87
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theorem range_eq_top (coercive : IsCoercive B) : range B♯ = ⊤ := by
haveI := coercive.isClosed_range.completeSpace_coe rw [← (range B♯).orthogonal_orthogonal] rw [Submodule.eq_top_iff'] intro v w mem_w_orthogonal rcases coercive with ⟨C, C_pos, coercivity⟩ obtain rfl : w = 0 := by rw [← norm_eq_zero, ← mul_self_eq_zero, ← mul_right_inj' C_pos.ne', mul_zero, ← mul...
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import Mathlib.Analysis.Convex.Cone.Basic import Mathlib.Analysis.InnerProductSpace.Projection #align_import analysis.convex.cone.dual from "leanprover-community/mathlib"@"915591b2bb3ea303648db07284a161a7f2a9e3d4" open Set LinearMap open scoped Classical open Pointwise variable {𝕜 E F G : Type*} section Dua...
Mathlib/Analysis/Convex/Cone/InnerDual.lean
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theorem innerDualCone_univ : (univ : Set H).innerDualCone = 0 := by
suffices ∀ x : H, x ∈ (univ : Set H).innerDualCone → x = 0 by apply SetLike.coe_injective exact eq_singleton_iff_unique_mem.mpr ⟨fun x _ => (inner_zero_right _).ge, this⟩ exact fun x hx => by simpa [← real_inner_self_nonpos] using hx (-x) (mem_univ _)
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import Mathlib.Analysis.Convex.Cone.Basic import Mathlib.Analysis.InnerProductSpace.Projection #align_import analysis.convex.cone.dual from "leanprover-community/mathlib"@"915591b2bb3ea303648db07284a161a7f2a9e3d4" open Set LinearMap open scoped Classical open Pointwise variable {𝕜 E F G : Type*} section Dua...
Mathlib/Analysis/Convex/Cone/InnerDual.lean
105
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theorem innerDualCone_insert (x : H) (s : Set H) : (insert x s).innerDualCone = Set.innerDualCone {x} ⊓ s.innerDualCone := by
rw [insert_eq, innerDualCone_union]
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import Mathlib.Analysis.Convex.Cone.Basic import Mathlib.Analysis.InnerProductSpace.Projection #align_import analysis.convex.cone.dual from "leanprover-community/mathlib"@"915591b2bb3ea303648db07284a161a7f2a9e3d4" open Set LinearMap open scoped Classical open Pointwise variable {𝕜 E F G : Type*} section Dua...
Mathlib/Analysis/Convex/Cone/InnerDual.lean
110
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theorem innerDualCone_iUnion {ι : Sort*} (f : ι → Set H) : (⋃ i, f i).innerDualCone = ⨅ i, (f i).innerDualCone := by
refine le_antisymm (le_iInf fun i x hx y hy => hx _ <| mem_iUnion_of_mem _ hy) ?_ intro x hx y hy rw [ConvexCone.mem_iInf] at hx obtain ⟨j, hj⟩ := mem_iUnion.mp hy exact hx _ _ hj
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import Mathlib.Analysis.Convex.Cone.Basic import Mathlib.Analysis.InnerProductSpace.Projection #align_import analysis.convex.cone.dual from "leanprover-community/mathlib"@"915591b2bb3ea303648db07284a161a7f2a9e3d4" open Set LinearMap open scoped Classical open Pointwise variable {𝕜 E F G : Type*} section Dua...
Mathlib/Analysis/Convex/Cone/InnerDual.lean
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theorem innerDualCone_sUnion (S : Set (Set H)) : (⋃₀ S).innerDualCone = sInf (Set.innerDualCone '' S) := by
simp_rw [sInf_image, sUnion_eq_biUnion, innerDualCone_iUnion]
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import Mathlib.Analysis.Convex.Cone.Basic import Mathlib.Analysis.InnerProductSpace.Projection #align_import analysis.convex.cone.dual from "leanprover-community/mathlib"@"915591b2bb3ea303648db07284a161a7f2a9e3d4" open Set LinearMap open scoped Classical open Pointwise variable {𝕜 E F G : Type*} section Dua...
Mathlib/Analysis/Convex/Cone/InnerDual.lean
125
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theorem innerDualCone_eq_iInter_innerDualCone_singleton : (s.innerDualCone : Set H) = ⋂ i : s, (({↑i} : Set H).innerDualCone : Set H) := by
rw [← ConvexCone.coe_iInf, ← innerDualCone_iUnion, iUnion_of_singleton_coe]
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import Mathlib.Analysis.Convex.Cone.Basic import Mathlib.Analysis.InnerProductSpace.Projection #align_import analysis.convex.cone.dual from "leanprover-community/mathlib"@"915591b2bb3ea303648db07284a161a7f2a9e3d4" open Set LinearMap open scoped Classical open Pointwise variable {𝕜 E F G : Type*} section Dua...
Mathlib/Analysis/Convex/Cone/InnerDual.lean
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theorem isClosed_innerDualCone : IsClosed (s.innerDualCone : Set H) := by
-- reduce the problem to showing that dual cone of a singleton `{x}` is closed rw [innerDualCone_eq_iInter_innerDualCone_singleton] apply isClosed_iInter intro x -- the dual cone of a singleton `{x}` is the preimage of `[0, ∞)` under `inner x` have h : ({↑x} : Set H).innerDualCone = (inner x : H → ℝ) ⁻¹' S...
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