English

A Note on Inferential Decisions, Errors and Path-Dependency

Statistics Theory 2026-02-20 v5 Statistics Theory

Abstract

Consider the sequential testing of binary outcomes. The a posteriori belief process and its objective conditional-probability counterpart generally differ but converge to the same result in well-defined tests. We show that unless the two processes are 'essentially identical', differing only by an a priori factor, time-homogeneous continuous decisions based on the former are path-dependent with respect to state-variables based on the latter or any other non-essentially-identical processes. Inferential error decomposes into a path-dependent and a path-independent component, whose distinct properties are relevant to error mitigation.

Keywords

Cite

@article{arxiv.2507.05634,
  title  = {A Note on Inferential Decisions, Errors and Path-Dependency},
  author = {Kangda K. Wren},
  journal= {arXiv preprint arXiv:2507.05634},
  year   = {2026}
}

Comments

12 pages: 1 highlight, 7 main text, 3 appendix and 1 bibliography

R2 v1 2026-07-01T03:50:43.826Z