English

A review on minimax rates in change point detection and localisation

Statistics Theory 2020-11-04 v1 Methodology Statistics Theory

Abstract

This paper reviews recent developments in fundamental limits and optimal algorithms for change point analysis. We focus on minimax optimal rates in change point detection and localisation, in both parametric and nonparametric models. We start with the univariate mean change point analysis problem and review the state-of-the-art results in the literature. We then move on to more complex data types and investigate general principles behind the optimal procedures that lead to minimax rate-optimal results.

Keywords

Cite

@article{arxiv.2011.01857,
  title  = {A review on minimax rates in change point detection and localisation},
  author = {Yi Yu},
  journal= {arXiv preprint arXiv:2011.01857},
  year   = {2020}
}