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 → ENNRealThe average risk of an estimator κ on an estimation task with loss ℓ 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.
Cites7
Mathlib declarations this one mentions in its statement or cites explicitly in its proof. Plumbing is filtered out.
- DFunLike.coeproof · cited by 62,936
- MeasurableSpacestatement and proof · cited by 13,106
- MeasureTheory.Measurestatement and proof · cited by 10,939
- ENNRealstatement and proof · cited by 9,879
- ProbabilityTheory.Kernelstatement and proof · cited by 1,281
- MeasureTheory.lintegralproof · cited by 1,152
- ProbabilityTheory.Kernel.compproof · cited by 129
Cited by27
Results whose statement or proof uses this declaration.
- ProbabilityTheory.bayesRiskproof · cited by 31
- ProbabilityTheory.avgRisk_const_right'statement · cited by 3
- ProbabilityTheory.avgRisk_countable'statement · cited by 3
- ProbabilityTheory.avgRisk_eq_lintegral_lintegral_lintegralstatement · cited by 2
- ProbabilityTheory.avgRisk_fintype'statement · cited by 2
- ProbabilityTheory.avgRisk_le_mul'statement · cited by 2
- ProbabilityTheory.avgRisk_of_isEmptystatement and proof · cited by 2
- ProbabilityTheory.avgRisk_zero_leftstatement · cited by 2
- ProbabilityTheory.bayesRisk_le_avgRiskstatement · cited by 2
- ProbabilityTheory.IsArgminEstimator.avgRisk_eq_lintegral_iInfstatement · cited by 2
- ProbabilityTheory.avgRisk_const_leftstatement · cited by 1
- ProbabilityTheory.avgRisk_const_left'statement · cited by 1