Statistical inference for dependence networks in topological data analysis

Statistical inference for dependence networks in topological data analysis

Topological data analysis (TDA) provide tools that are becoming increasingly popular for analyzing multivariate time series data. One key aspect in analyzing multivariate time series is dependence between components. One application is on brain signal analysis. In particular, various dependence patt...

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Bibliographic Details
Main Authors: Anass B. El-Yaagoubi, Moo K. Chung, Hernando Ombao
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-12-01
Series:Frontiers in Artificial Intelligence
Subjects:
topological data analysis
time series analysis
simulating topological dependence patterns
spectral analysis
simulation-based inference
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2023.1293504/full

Internet

https://www.frontiersin.org/articles/10.3389/frai.2023.1293504/full

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