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Published in 2022 at "Physical review. E"
DOI: 10.1103/physreve.106.035303
Abstract: Extracting environmental forces from noisy data is a common yet challenging task in complex physical systems. Machine learning (ML) represents a robust approach to this problem, yet is mostly tested on simulated data with known…
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Keywords:
dynamics dusty;
forces noisy;
plasma;
noisy dynamics ... See more keywords
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Published in 2017 at "Physical Review E"
DOI: 10.1103/physreve.95.010301
Abstract: We address the long-standing challenge of how to reconstruct links in directed networks from measurements, and present a general method that makes use of a noise-induced relation between network structure and both the time-lagged covariance…
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Keywords:
directed networks;
reconstructing links;
links directed;
networks noisy ... See more keywords