BicausalOT: measurable selection and coupling strategies #
Source: url:https://github.com/maxwellapexlab/bicausalot-palomar
Authors: KT. Wu
Status: verified
Main declarations: MeasurableSelection.exists_measurable_selection
Tags: probability
MSC: 28B20, 54C65, 54H05, 03E15, 28A20, 68V20
Scope #
The Bellman identities compare nested strategy costs with Bellman recursions over locally
feasible one-step couplings. The development does not establish equivalence with minimization
over bicausal measures on a path space. Exact Borel measurable strategies and optimal initial
couplings are obtained for weakly continuous probability kernels and nonnegative extended-real
lower semicontinuous costs on Polish Borel spaces; see
MultiPeriod.bellman_value_attained_multi.
The basic analytic-set capacitability and universal measurability results overlap with
LeanPool.FormalLearningTheory.PureMath.ChoquetCapacity and
LeanPool.FormalLearningTheory.PureMath.AnalyticMeasurability. This development also proves
analytic superlevel sets for finite-kernel sections, measurable selection, and coupling-strategy
results. Its local Souslin-scheme construction supports the kernel-section proof.