Method for cycle detection in sparse, irregularly sampled, long-term neuro-behavioral timeseries: Basis pursuit denoising with polynomial detrending of long-term, inter-ictal epileptiform activity
Irena Balzekas, Joshua D. Trzasko, Grace Yu, Thomas J. Richner, Filip Mívalt, Vladimir Sladky, Nicholas Miller Gregg, Jamie J. Van Gompel, Kai Joshua Miller, Paul E. Croarkin, Václav Křemen, Gregory A. Worrell
The paper develops a method to detect cycles in sparse, irregularly sampled neuro-behavioral timeseries using basis pursuit denoising with polynomial detrending, validated on epileptiform discharge data.
PLoS Computational Biology · Apr 25, 2024Peer-reviewedNeuroscience