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Theorems · Definition · statistics

ProbabilityTheory.bayesRisk

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

The Bayes risk with respect to a prior π, defined as the infimum of the average risks of all estimators.

Defined in
Mathlib.Probability.Decision.Risk.Defs
Cited by
31 results in Mathlib
Foundations
Depth 215 from the axioms · uses propext, Classical.choice, Quot.sound
Assumes
MeasurableSpace

Around this declaration

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

ProbabilityTheory.bayesRisk_le_iInf' · cited by 3ProbabilityTheory.bayesRi…ProbabilityTheory.bayesRisk_const' · cited by 2ProbabilityTheory.bayesRi…ProbabilityTheory.bayesRisk_le_avgRisk · cited by 2ProbabilityTheory.bayesRi…ProbabilityTheory.bayesRisk_le_bayesRisk_comp · cited by 2ProbabilityTheory.bayesRi…ProbabilityTheory.bayesRisk_le_mul' · cited by 2ProbabilityTheory.bayesRi…ProbabilityTheory.IsBayesEstimator · cited by 1ProbabilityTheory.IsBayes…ProbabilityTheory.bayesRisk_const · cited by 1ProbabilityTheory.bayesRi…ProbabilityTheory.bayesRisk_const_of_neZero · cited by 1ProbabilityTheory.bayesRi…ProbabilityTheory.bayesRisk_eq_iInf_measure_of_subsingleton · cited by 1ProbabilityTheory.bayesRi…ProbabilityTheory.bayesRisk_le_minimaxRisk · cited by 1ProbabilityTheory.bayesRi…ProbabilityTheory.bayesRisk_of_isEmpty · cited by 1ProbabilityTheory.bayesRi…ProbabilityTheory.bayesRisk_of_subsingleton' · cited by 1ProbabilityTheory.bayesRi…ProbabilityTheory.lintegral_iInf_posterior_le_bayesRisk · cited by 1ProbabilityTheory.lintegr…ProbabilityTheory.IsArgminEstimator.isBayesEstimator · cited by 1IsArgminEstimator.isBayes…ProbabilityTheory.iSup_bayesRisk_le_minimaxRisk · cited by 0ProbabilityTheory.iSup_ba…MeasurableSpace · cited by 13106MeasurableSpaceMeasureTheory.Measure · cited by 10939MeasureTheory.MeasureENNReal · cited by 9879ENNRealiInf · cited by 1690iInfProbabilityTheory.Kernel · cited by 1281ProbabilityTheory.KernelProbabilityTheory.IsMarkovKernel · cited by 124ProbabilityTheory.IsMarko…ProbabilityTheory.avgRisk · cited by 25ProbabilityTheory.avgRiskProbabilityTheory.bayesRiskCITED BYCITES

Cites7

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Cited by32

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