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Theorems · Inductive type · probability

ProbabilityTheory.Kernel.HasSubgaussianMGF

{Ω : Type u_1} →
  {Ω' : Type u_2} →
    {mΩ : MeasurableSpace Ω} →
      {mΩ' : MeasurableSpace Ω'} →
        (Ω → ℝ) →
          NNReal →
            ProbabilityTheory.Kernel Ω' Ω →
              autoParam (MeasureTheory.Measure Ω') ProbabilityTheory.Kernel.HasSubgaussianMGF._auto_1 → Prop

A random variable X has a sub-Gaussian moment-generating function with parameter c with respect to a kernel κ and a measure ν if for ν-almost all ω', for all t : ℝ, the moment-generating function of X with respect to κ ω' is bounded by exp (c * t ^ 2 / 2). This implies in particular that X has expectation 0.

Defined in
Mathlib.Probability.Moments.SubGaussian
Cited by
36 results in Mathlib
Foundations
Depth 96 from the axioms · uses propext, Classical.choice, Quot.sound

Around this declaration

Dashed lines are statement dependencies; solid lines are citations in proofs.

ProbabilityTheory.HasCondSubgaussianMGF · cited by 15ProbabilityTheory.HasCond…ProbabilityTheory.Kernel.HasSubgaussianMGF.mgf_le · cited by 13HasSubgaussianMGF.mgf_leProbabilityTheory.Kernel.HasSubgaussianMGF.integrable_exp_mul · cited by 11HasSubgaussianMGF.integra…ProbabilityTheory.HasSubgaussianMGF_iff_kernel · cited by 9ProbabilityTheory.HasSubg…ProbabilityTheory.Kernel.HasSubgaussianMGF.ae_forall_integrable_exp_mul · cited by 4HasSubgaussianMGF.ae_fora…ProbabilityTheory.Kernel.HasSubgaussianMGF.ae_integrable_exp_mul · cited by 4HasSubgaussianMGF.ae_inte…ProbabilityTheory.Kernel.HasSubgaussianMGF.congr · cited by 4HasSubgaussianMGF.congrProbabilityTheory.Kernel.HasSubgaussianMGF.memLp_exp_mul · cited by 4HasSubgaussianMGF.memLp_e…ProbabilityTheory.Kernel.HasSubgaussianMGF.isFiniteMeasure · cited by 3HasSubgaussianMGF.isFinit…ProbabilityTheory.Kernel.HasSubgaussianMGF.ae_eq_zero_of_hasSubgaussianMGF_zero · cited by 2HasSubgaussianMGF.ae_eq_z…ProbabilityTheory.Kernel.HasSubgaussianMGF.cgf_le · cited by 2HasSubgaussianMGF.cgf_leProbabilityTheory.Kernel.HasSubgaussianMGF.fun_zero · cited by 2HasSubgaussianMGF.fun_zeroProbabilityTheory.Kernel.HasSubgaussianMGF.measure_ge_le_exp_add · cited by 2HasSubgaussianMGF.measure…ProbabilityTheory.Kernel.HasSubgaussianMGF.neg · cited by 2HasSubgaussianMGF.negProbabilityTheory.HasSubgaussianMGF.add_of_hasCondSubgaussianMGF · cited by 2HasSubgaussianMGF.add_of_…Real · cited by 25697RealMeasurableSpace · cited by 13106MeasurableSpaceMeasureTheory.Measure · cited by 10939MeasureTheory.MeasureNNReal · cited by 4310NNRealProbabilityTheory.Kernel · cited by 1281ProbabilityTheory.KernelKernel.HasSubgaussianMGFCITED BYCITES

Cites5

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Cited by39

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