Proposition 1 via its proof: and satisfy Proposition 1 for
ProvedTierneyMH.Mixture.proposition1_canonical_splitmarkov-chain-monte-carlomarkov-kernelmetropolis-hastingsp2o-batch-p200bp2o-gran-per-chapterp2o-plan-paperp2o-v1
Let be a probability measure on , let be a Markov kernel on , and let , . Let ,
Then:
- is symmetric, and are mutually absolutely continuous on and mutually singular on ;
- is a measurable version of the density with and for all .
This is the construction in the proof of Proposition 1, specialized to the measure of a Metropolis–Hastings algorithm. It certifies that the set and ratio from which is built are the paper's and .
Formalization Note The ratio is set to also on the -null subset of where is infinite, so that condition 2 holds at every point (see canonRatio). The paper states Proposition 1 for every -finite ; here is the finite measure , the only case the mission uses.
Preamble
import Mathlib import Definitions.Def_TierneyMH_Shared_IsSymmetricSplit import Definitions.Def_TierneyMH_Shared_IsRatioVersion import Definitions.Def_TierneyMH_Mixture_canonR import Definitions.Def_TierneyMH_Mixture_canonRatio open TierneyMH.Shared open MeasureTheory ProbabilityTheory open scoped ENNReal
Formal statement
namespace TierneyMH.Mixture
/-- **Proposition 1, via its proof** (Tierney 1998, p. 2), for `μ(dx, dy) = π(dx) Q(x, dy)`.
With `ν = μ + μᵀ`, `h = dμ/dν`, `R = {(x, y) : h(x, y) > 0 and h(y, x) > 0}` (`canonR π Q`)
and `r = h(x, y)/h(y, x)` on `R`, `r = 1` on `Rᶜ` (`canonRatio π Q`):
`R` is a symmetric measurable set on which `μ` and `μᵀ` are mutually absolutely continuous and
off which they are mutually singular, and `r` is a version of `dμ_R/dμᵀ_R` with
`0 < r < ∞` and `r(x, y) = 1/r(y, x)` everywhere. -/
theorem proposition1_canonical_split {E : Type*} [MeasurableSpace E]
(π : Measure E) [IsProbabilityMeasure π] (Q : Kernel E E) [IsMarkovKernel Q] :
IsSymmetricSplit (π ⊗ₘ Q) (canonR π Q) ∧
IsRatioVersion (π ⊗ₘ Q) (canonR π Q) (canonRatio π Q) := by sorry
end TierneyMH.Mixture
Source
L. Tierney, A Note on Metropolis–Hastings Kernels for General State Spaces, Ann. Appl. Probab. 8(1) (1998) 1–9, DOI 10.1214/aoap/1027961031, p. 2, Proposition 1 and its proof
Human review
Confirmed by the mission captain (proposal self-audit).
Confirmed by the moderator at approval.