106 citations · 200 across the 11 of their papers we have counts for
3 papers · 1 filter
On the Automatic Parameter Selection for Permutation Entropy
Audun Myers, Firas Khasawneh
Permutation Entropy (PE) has been shown to be a useful tool for time series analysis due to its low computational cost and noise robustness. This has drawn for its successful appli…
Delay Parameter Selection in Permutation Entropy Using Topological Data Analysis
Audun D. Myers, Max M. Chumley, Firas A. Khasawneh
Permutation Entropy (PE) is a powerful tool for quantifying the complexity of a signal which includes measuring the regularity of a time series. Additionally, outside of entropy an…
Persistent Homology of Complex Networks for Dynamic State Detection
Audun Myers, Elizabeth Munch, Firas A. Khasawneh
In this paper we develop a novel Topological Data Analysis (TDA) approach for studying graph representations of time series of dynamical systems. Specifically, we show how persiste…