Density-based recurrence measures from microstates.
Sign Up to like & getrecommendations! Published in 2025 at "Physical review. E"
DOI: 10.1103/physreve.111.044212
Abstract: Recurrence analysis is a powerful tool for nonlinear time series analysis deeply rooted in the theory of dynamical systems, finding applications across many areas of science. It works by mapping recurrences of a time series… read more here.
Keywords: based recurrence; recurrence measures; density; measures microstates ... See more keywords
Machine learning approach to detect dynamical states from recurrence measures
Sign Up to like & getrecommendations! Published in 2024 at "Chaos"
DOI: 10.48550/arxiv.2401.10298
Abstract: We integrate machine learning approaches with nonlinear time series analysis, specifically utilizing recurrence measures to classify various dynamical states emerging from time series. We implement three machine learning algorithms: Logistic Regression, Random Forest, and Support… read more here.
Keywords: dynamical states; machine learning; machine; recurrence measures ... See more keywords