Documentation

Books.Analysis2_Tao_2022.Chapters.Chap08.section03

def IsAbsolutelyIntegrableOn {n : } (Ω : Set (Fin n)) (f : ΩEReal) :

Definition 8.8: let Ω ⊆ ℝ^n be measurable. A measurable function f is absolutely integrable on Ω iff the Lebesgue integral over Ω of |f| is finite.

Equations
Instances For
    def positiveNegativeParts {α : Type u_1} (f : α) :
    (α) × (α)

    Definition 8.9: for a real-valued function f, define its positive and negative parts by f⁺ x = max (f x) 0 and f⁻ x = -min (f x) 0.

    Equations
    Instances For
      theorem helperForProposition_8_9_posPart_nonneg {α : Type u_1} (f : α) (x : α) :
      0 max (f x) 0

      Helper for Proposition 8.9: the positive part max (f x) 0 is nonnegative.

      theorem helperForProposition_8_9_negPart_nonneg {α : Type u_1} (f : α) (x : α) :
      0 -min (f x) 0

      Helper for Proposition 8.9: the negative part -min (f x) 0 is nonnegative.

      theorem helperForProposition_8_9_self_eq_posPart_sub_negPart_pointwise {α : Type u_1} (f : α) (x : α) :
      f x = max (f x) 0 - -min (f x) 0

      Helper for Proposition 8.9: pointwise decomposition f = f⁺ - f⁻ using max/min.

      theorem helperForProposition_8_9_abs_eq_posPart_add_negPart_pointwise {α : Type u_1} (f : α) (x : α) :
      |f x| = max (f x) 0 + -min (f x) 0

      Helper for Proposition 8.9: pointwise decomposition |f| = f⁺ + f⁻ using max/min.

      theorem proposition_8_9 {α : Type u_1} (f : α) :
      (∀ (x : α), 0 max (f x) 0) (∀ (x : α), 0 -min (f x) 0) (∀ (x : α), f x = max (f x) 0 - -min (f x) 0) ∀ (x : α), |f x| = max (f x) 0 + -min (f x) 0

      Proposition 8.9: for a real-valued function f, defining f⁺ x := max (f x) 0 and f⁻ x := -min (f x) 0, one has f⁺ ≥ 0, f⁻ ≥ 0, f = f⁺ - f⁻, and |f| = f⁺ + f⁻ pointwise.

      noncomputable def erealPositivePart {Ω : Type u_1} (f : ΩEReal) :
      ΩEReal

      The positive part of an extended-real-valued function, f⁺ = max (f, 0).

      Equations
      Instances For
        noncomputable def erealNegativePart {Ω : Type u_1} (f : ΩEReal) :
        ΩEReal

        The negative part of an extended-real-valued function, f⁻ = max (-f, 0).

        Equations
        Instances For
          def HasFiniteAbsIntegral {Ω : Type u_1} [MeasurableSpace Ω] (μ : MeasureTheory.Measure Ω) (f : ΩEReal) :

          Predicate asserting that an extended-real-valued function has finite absolute Lebesgue integral.

          Equations
          Instances For
            noncomputable def lebesgueIntegral {Ω : Type u_1} [MeasurableSpace Ω] (μ : MeasureTheory.Measure Ω) (f : ΩEReal) (hf_measurable : Measurable f) (hf_abs : HasFiniteAbsIntegral μ f) :

            Definition 8.10 (Lebesgue integral): for a measurable f : Ω → EReal with ∫ |f| dμ < ∞, define f⁺ := max (f, 0), f⁻ := max (-f, 0), and set ∫ f dμ := ∫ f⁺ dμ - ∫ f⁻ dμ.

            Equations
            • One or more equations did not get rendered due to their size.
            Instances For
              theorem proposition_8_10_1 {Ω : Type u_1} [MeasurableSpace Ω] (μ : MeasureTheory.Measure Ω) (f g : Ω) (hf : MeasureTheory.Integrable f μ) (_hg : MeasureTheory.Integrable g μ) (c : ) :
              MeasureTheory.Integrable (fun (x : Ω) => c * f x) μ (x : Ω), c * f x μ = c * (x : Ω), f x μ

              Proposition 8.10.1: if f,g : Ω → ℝ are absolutely integrable, then for every c : ℝ, cf is absolutely integrable and ∫ cf dμ = c ∫ f dμ.

              theorem proposition_8_10_2 {Ω : Type u_1} [MeasurableSpace Ω] (μ : MeasureTheory.Measure Ω) (f g : Ω) (hf : MeasureTheory.Integrable f μ) (hg : MeasureTheory.Integrable g μ) :
              MeasureTheory.Integrable (fun (x : Ω) => f x + g x) μ (x : Ω), f x + g x μ = (x : Ω), f x μ + (x : Ω), g x μ

              Proposition 8.10.2: if f,g : Ω → ℝ are absolutely integrable (equivalently, integrable), then f + g is absolutely integrable and ∫ (f + g) dμ = ∫ f dμ + ∫ g dμ.

              theorem proposition_8_10_3 {Ω : Type u_1} [MeasurableSpace Ω] (μ : MeasureTheory.Measure Ω) (f g : Ω) (hf : MeasureTheory.Integrable f μ) (hg : MeasureTheory.Integrable g μ) (hfg : ∀ (x : Ω), f x g x) :
              (x : Ω), f x μ (x : Ω), g x μ

              Proposition 8.10.3: let (Ω, 𝒜, μ) be a measure space and let f, g : Ω → ℝ be absolutely integrable (∫ |f| dμ < ∞ and ∫ |g| dμ < ∞). If f x ≤ g x for all x ∈ Ω, then ∫ f dμ ≤ ∫ g dμ.

              theorem proposition_8_10_4 {Ω : Type u_1} [MeasurableSpace Ω] (μ : MeasureTheory.Measure Ω) (f g : Ω) (hf : MeasureTheory.Integrable f μ) (hg : MeasureTheory.Integrable g μ) (hfg : f =ᵐ[μ] g) :
              (x : Ω), f x μ = (x : Ω), g x μ

              Proposition 8.10.4: let (Ω, 𝒜, μ) be a measure space and let f, g : Ω → ℝ be absolutely integrable (∫ |f| dμ < ∞ and ∫ |g| dμ < ∞). If f(x) = g(x) for μ-almost every x ∈ Ω, then ∫ f dμ = ∫ g dμ.

              theorem helperForTheorem_8_5_measurableLimitFromPointwiseTendsto {Ω : Type u_1} [MeasurableSpace Ω] (fSeq : ΩEReal) (f : ΩEReal) (h_measurable : ∀ (n : ), Measurable (fSeq n)) (h_tendsto : ∀ (x : Ω), Filter.Tendsto (fun (n : ) => fSeq n x) Filter.atTop (nhds (f x))) :

              Helper for Theorem 8.5: measurability of a pointwise limit in EReal.

              Helper for Theorem 8.5: the positive-part ENNReal map is bounded by absolute value.

              Helper for Theorem 8.5: the negative-part ENNReal map is bounded by absolute value.

              Helper for Theorem 8.5: decomposition of absolute value into positive and negative ENNReal parts.

              Helper for Theorem 8.5: absolute value is bounded by positive and negative ENNReal parts.

              theorem helperForTheorem_8_5_hasFiniteAbsIntegral_of_domination {Ω : Type u_1} [MeasurableSpace Ω] (μ : MeasureTheory.Measure Ω) (g : ΩEReal) (F : ΩENNReal) (hF_integrable : ∫⁻ (x : Ω), F x μ < ) (h_dom : ∀ (x : Ω), (g x).abs (F x)) :

              Helper for Theorem 8.5: domination by an integrable bound yields finite absolute integral.

              theorem lebesgue_dominated_convergence_on_subtype {n : } (Ω : Set (Fin n)) ( : MeasurableSet Ω) (fSeq : ΩEReal) (f : ΩEReal) (h_measurable : ∀ (n_1 : ), Measurable (fSeq n_1)) (h_tendsto : ∀ (x : Ω), Filter.Tendsto (fun (n : ) => fSeq n x) Filter.atTop (nhds (f x))) (F : ΩENNReal) (hF_measurable : Measurable F) (hF_integrable : ∫⁻ (x : { x : Fin n // x Ω }), F x MeasureTheory.Measure.comap Subtype.val MeasureTheory.volume < ) (h_dom : ∀ (n_1 : ) (x : Ω), (fSeq n_1 x).abs (F x)) :

              Theorem 8.5 (Lebesgue dominated convergence theorem): let Ω ⊆ ℝ^n be measurable, let fₙ : Ω → EReal be measurable with pointwise limit f, and suppose there is a measurable F : Ω → [0, ∞] with finite integral such that |fₙ x| ≤ F x for all x and all n. Then f is measurable, ∫ |f| < ∞, and ∫ f is the limit of ∫ fₙ.

              noncomputable def upperLowerLebesgueIntegralsOn {n : } (Ω : Set (Fin n)) ( : MeasurableSet Ω) (f : Ω) :

              Definition 8.11 (Upper and lower Lebesgue integrals): let Ω ⊆ ℝ^n be measurable and f : Ω → ℝ. The upper integral is the infimum of integrals of absolutely integrable majorants of f, and the lower integral is the supremum of integrals of absolutely integrable minorants of f.

              Equations
              • One or more equations did not get rendered due to their size.
              Instances For

                Helper for Lemma 8.9: upper-candidate membership for -f is equivalent to lower-candidate membership for f after negating the candidate value.

                Helper for Lemma 8.9: lower-candidate membership for -f is equivalent to upper-candidate membership for f after negating the candidate value.

                theorem helperForLemma_8_9_upperLower_neg_components {n : } (Ω : Set (Fin n)) ( : MeasurableSet Ω) (f : Ω) :
                (upperLowerLebesgueIntegralsOn Ω fun (x : Ω) => -f x).1 = -(upperLowerLebesgueIntegralsOn Ω f).2 (upperLowerLebesgueIntegralsOn Ω fun (x : Ω) => -f x).2 = -(upperLowerLebesgueIntegralsOn Ω f).1

                Helper for Lemma 8.9: the upper/lower components for -f are the negations of the lower/upper components for f.

                theorem helperForLemma_8_9_finalize_from_component_equalities {n : } (Ω : Set (Fin n)) ( : MeasurableSet Ω) (f : Ω) (A : ) (hUpper : (upperLowerLebesgueIntegralsOn Ω f).1 = A) (hLower : (upperLowerLebesgueIntegralsOn Ω f).2 = A) :
                (upperLowerLebesgueIntegralsOn Ω f).1 = A (upperLowerLebesgueIntegralsOn Ω f).2 = A (upperLowerLebesgueIntegralsOn Ω fun (x : Ω) => -f x).1 = -A (upperLowerLebesgueIntegralsOn Ω fun (x : Ω) => -f x).2 = -A

                Helper for Lemma 8.9: from equal upper/lower component values at A, conclude the same equalities for f and the corresponding sign-flipped values for -f.

                theorem lemma_8_9 {n : } (Ω : Set (Fin n)) ( : MeasurableSet Ω) (f : Ω) (A : ) (hUpper : (upperLowerLebesgueIntegralsOn Ω f).1 = A) (hLower : (upperLowerLebesgueIntegralsOn Ω f).2 = A) :
                (upperLowerLebesgueIntegralsOn Ω f).1 = (upperLowerLebesgueIntegralsOn Ω f).2 MeasureTheory.Integrable f (MeasureTheory.Measure.comap Subtype.val MeasureTheory.volume) MeasureTheory.Integrable (fun (x : Ω) => |f x|) (MeasureTheory.Measure.comap Subtype.val MeasureTheory.volume) (x : { x : Fin n // x Ω }), f x MeasureTheory.Measure.comap Subtype.val MeasureTheory.volume = A (let Ωneg := (fun (x : Fin n) => -x) ⁻¹' Ω; have fneg := fun (x : Ωneg) => f -x, ; (x : { x : Fin n // x Ωneg }), fneg x MeasureTheory.Measure.comap Subtype.val MeasureTheory.volume = A) (upperLowerLebesgueIntegralsOn Ω f).1 = A (upperLowerLebesgueIntegralsOn Ω f).2 = A (upperLowerLebesgueIntegralsOn Ω fun (x : Ω) => -f x).1 = -A (upperLowerLebesgueIntegralsOn Ω fun (x : Ω) => -f x).2 = -A

                Lemma 8.9: let Ω ⊆ ℝ^n be measurable and f : Ω → ℝ. If the upper and lower Lebesgue-integral components of f are both equal to a finite value A : ℝ, then f is integrable (hence absolutely integrable) on the subtype measure, the integral of f is A, the upper/lower components for f are A, and the upper/lower components for -f are -A. In particular, the usual integral agrees with both upper and lower components.

                theorem ae_eq_of_integrable_le_and_integral_eq_on_real (f g : ) (hf_measurable : Measurable f) (hg_measurable : Measurable g) (hf_integrable : MeasureTheory.Integrable f MeasureTheory.volume) (hg_integrable : MeasureTheory.Integrable g MeasureTheory.volume) (hfg_le : ∀ (x : ), f x g x) (h_integral_eq : (x : ), f x = (x : ), g x) :

                Proposition 8.11: if measurable real-valued functions f and g on are integrable, satisfy f x ≤ g x for all x, and have equal integrals, then f = g almost everywhere with respect to Lebesgue measure.

                theorem proposition_8_12 :
                have f := fun (n : ) (x : ) => (Set.Ico (↑n) (n + 1)).indicator (fun (x : ) => 1) x - (Set.Ico (n + 1) (n + 2)).indicator (fun (x : ) => 1) x; have g := fun (x : ) => (Set.Ico 1 2).indicator (fun (x : ) => 1) x; (∀ (x : ), Filter.Tendsto (fun (N : ) => nFinset.range N, f (n + 1) x) Filter.atTop (nhds (g x))) (x : ), ∑' (n : ), f (n + 1) x ∑' (n : ), (x : ), f (n + 1) x

                Proposition 8.12: defining fₙ = χ_[n,n+1) - χ_[n+1,n+2) on , the partial sums from n = 1 converge pointwise to g = χ_[1,2), and integration does not commute with this series: ∫ (∑_{n=1}^∞ fₙ) dm ≠ ∑_{n=1}^∞ ∫ fₙ dm.