Mathlib Map

Theorems · Definition · statistics

ProbabilityTheory.avgRisk

{Θ : Type u_1} →
  {𝓧 : Type u_2} →
    {𝓨 : Type u_3} →
      {mΘ : MeasurableSpace Θ} →
        {m𝓧 : MeasurableSpace 𝓧} →
          {m𝓨 : MeasurableSpace 𝓨} →
            (Θ → 𝓨 → ENNReal) →
              ProbabilityTheory.Kernel Θ 𝓧 → ProbabilityTheory.Kernel 𝓧 𝓨 → MeasureTheory.Measure Θ → ENNReal

The average risk of an estimator κ on an estimation task with loss and data generating kernel P with respect to a prior π.

Defined in
Mathlib.Probability.Decision.Risk.Defs
Cited by
25 results in Mathlib
Foundations
Depth 214 from the axioms · uses propext, Classical.choice, Quot.sound

Around this declaration

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

ProbabilityTheory.bayesRisk · cited by 31ProbabilityTheory.bayesRi…ProbabilityTheory.avgRisk_const_right' · cited by 3ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_countable' · cited by 3ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_eq_lintegral_lintegral_lintegral · cited by 2ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_fintype' · cited by 2ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_le_mul' · cited by 2ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_of_isEmpty · cited by 2ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_zero_left · cited by 2ProbabilityTheory.avgRisk…ProbabilityTheory.bayesRisk_le_avgRisk · cited by 2ProbabilityTheory.bayesRi…ProbabilityTheory.IsArgminEstimator.avgRisk_eq_lintegral_iInf · cited by 2IsArgminEstimator.avgRisk…ProbabilityTheory.avgRisk_const_left · cited by 1ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_const_left' · cited by 1ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_countable · cited by 1ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_eq_lintegral_posterior_prod · cited by 1ProbabilityTheory.avgRisk…ProbabilityTheory.avgRisk_fintype · cited by 1ProbabilityTheory.avgRisk…DFunLike.coe · cited by 62936DFunLike.coeMeasurableSpace · cited by 13106MeasurableSpaceMeasureTheory.Measure · cited by 10939MeasureTheory.MeasureENNReal · cited by 9879ENNRealProbabilityTheory.Kernel · cited by 1281ProbabilityTheory.KernelMeasureTheory.lintegral · cited by 1152MeasureTheory.lintegralProbabilityTheory.Kernel.comp · cited by 129Kernel.compProbabilityTheory.avgRiskCITED BYCITES

Cites7

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Cited by27

Results whose statement or proof uses this declaration.