Documentation

LeanPool.BicausalOT

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.