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Abstract
The properties of complex networks derived from applying a compression algorithm to time series subject to symbolic ordinal-based encoding is explored. The information content of compression codewords can be used to detect forbidden symbolic patterns indicative of nonlinear determinism. The connectivity structure of ordinal-based compression networks summarized by their minimal cycle basis structure can also be used in tests for nonlinear determinism, in particular, detection of time irreversibility in a signal.
Original language | English |
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Article number | 1850165 |
Journal | International Journal of Bifurcation and Chaos |
Volume | 28 |
Issue number | 13 |
DOIs | |
Publication status | Published - 15 Dec 2018 |
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Dive into the research topics of 'Detecting determinism in time series with complex networks constructed using a compression algorithm'. Together they form a unique fingerprint.Projects
- 1 Finished
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Quantifying complexity and measuring structure within complex systems
1/01/14 → 31/12/16
Project: Research