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 → ENNRealThe 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.
Cites7
Mathlib declarations this one mentions in its statement or cites explicitly in its proof. Plumbing is filtered out.
- MeasurableSpacestatement and proof · cited by 13,106
- MeasureTheory.Measurestatement and proof · cited by 10,939
- ENNRealstatement and proof · cited by 9,879
- iInfproof · cited by 1,690
- ProbabilityTheory.Kernelstatement and proof · cited by 1,281
- ProbabilityTheory.IsMarkovKernelproof · cited by 124
- ProbabilityTheory.avgRiskproof · cited by 25
Cited by32
Results whose statement or proof uses this declaration.
- ProbabilityTheory.bayesRisk_le_iInf'statement · cited by 3
- ProbabilityTheory.bayesRisk_const'statement · cited by 2
- ProbabilityTheory.bayesRisk_le_avgRiskstatement · cited by 2
- ProbabilityTheory.bayesRisk_le_bayesRisk_compstatement · cited by 2
- ProbabilityTheory.bayesRisk_le_mul'statement · cited by 2
- ProbabilityTheory.IsBayesEstimatorproof · cited by 1
- ProbabilityTheory.bayesRisk_conststatement · cited by 1
- ProbabilityTheory.bayesRisk_const_of_neZerostatement · cited by 1
- ProbabilityTheory.bayesRisk_eq_iInf_measure_of_subsingletonstatement · cited by 1
- ProbabilityTheory.bayesRisk_le_minimaxRiskstatement · cited by 1
- ProbabilityTheory.bayesRisk_of_isEmptystatement · cited by 1
- ProbabilityTheory.bayesRisk_of_subsingleton'statement · cited by 1