mlsanityData to 7 Oct 2026

The Topological Stability Index: A Variance-Based Measure for Persistence Barcodes

arXiv 2605.29839 ↗First posted 28 May 2026math.ST cs.IT math.ITcited by 0

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Abstract (arXiv)

We introduce the Topological Stability Index (TSI), a variance-based scalar measure for persistence barcodes that quantifies the dispersion of persistence lifetimes. Unlike persistent entropy, which depends only on normalized weights, the TSI captures absolute variability and is sensitive to heterogeneous feature scales. We establish fundamental properties of the TSI, including its scaling behavior, invariance under lifetime translation and explicit update formulas under insertion and deletion of bars. We also consider a complementary first-moment-type quantity, the Topological Signal Index (TSigI), which captures the typical scale of persistence lifetimes and provides additional interpretability alongside the TSI. We further introduce a normalized version, cvTSI, which is scale invariant and admits an explicit algebraic relation to the R'enyi entropy of order two. In particular, cvTSI is an affine function of the collision probability sumi pi2, and therefore a monotone reparametrization of the R'enyi entropy, providing a direct link between variance-based and entropy-based summaries in topological data analysis. Numerical experiments on synthetic data and stochastic time series demonstrate that the TSI captures structural variability complementary to entropy: it is relatively insensitive to deterministic trends, while responding strongly to stochastic fluctuations and variations in persistence magnitude.

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References · 5

  1. 2019Persistence Curves: A canonical framework for summarizing persistence diagramscited by 33
  2. 2014Robust Topological Inference: Distance To a Measure and Kernel Distancecited by 25
  3. 2018DTM-based Filtrationscited by 16
  4. 2013Hypothesis Testing for Topological Data Analysiscited by 9
  5. 2025The Shape of Data: Topology Meets Analytics. A Practical Introduction to Topological Analytics and the Stability Index (TSI) in Businesscited by 1

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