mlsanityData to 14 Oct 2026

A review on minimax rates in change point detection and localisation

arXiv 2011.01857 ↗First posted 3 Nov 2020math.ST stat.ME stat.THcited by 6

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Abstract (arXiv)

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.

Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 3 Nov 2020.

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Citing papers per year: 2021: 1; 2022: 0; 2023: 0; 2024: 0; 2025: 1; 2026: 4.

6 papers.