finite_integral_abs_sub_integral_le_sqrt_variance
Provedbuying-to-bundleeq-5finite-probability
Finite Jensen/Cauchy-Schwarz bridge used in Equation (5) of Buying to Bundle: Optimal Sourcing from Monopolistic Sellers, Appendix C.2 p. 35. On any finite probability space, the expected absolute centered deviation of a real random variable is bounded by the square root of its variance: .
Preamble
import Mathlib.MeasureTheory.Integral.Bochner.Basic import Mathlib.Analysis.SpecialFunctions.Pow.Real import Mathlib.Probability.Moments.Variance import Mathlib.Tactic open MeasureTheory
Formal statement
theorem finite_integral_abs_sub_integral_le_sqrt_variance
{Ω : Type*} [MeasurableSpace Ω] [Finite Ω] [MeasurableSingletonClass Ω]
(μ : Measure Ω) [IsProbabilityMeasure μ] (Y : Ω → ℝ) :
∫ ω, |Y ω - ∫ x, Y x ∂μ| ∂μ ≤ Real.sqrt (ProbabilityTheory.variance Y μ) := by sorrySource
Buying to Bundle: Optimal Sourcing from Monopolistic Sellers, Appendix C.2, proof of Theorem 4.6, p. 35, Eq. (5)