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 - Balzekas, Irena; Trzasko, Joshua; Yu, Grace; Richner, Thomas J.; Mivalt, Filip; Sladky, Vladimir; Gregg, Nicholas M.; Van Gompel, Jamie; Miller, Kai; Croarkin, Paul E.; Kremen, Vaclav; Worrell, Gregory A. (PLoS computational biology, 2024)
Keywords: Algorithms; Analysis; Biology and Life Sciences; Circadian rhythms; Computational Biology - methods; Convulsions & seizures; Data integrity; Datasets; Decomposition; Electrocorticography - methods; Electroencephalography; Electroencephalography - methods; Electrophysiological recording; Engineering and Technology; Epilepsy; Epilepsy - diagnosis; Epilepsy - physiopathology; Female; Hippocampus - physiology; Hippocampus - physiopathology; Humans; Irregular sampling; Mean square errors; Medicine and Health Sciences; Methods; Models, Neurological; Narrowband; Noise reduction; Oscillations; Physical Sciences; Physiological aspects; Physiology; Polynomials; Research and Analysis Methods; Sampling; Seizures; Seizures - diagnosis; Seizures - physiopathology; Signal Processing, Computer-Assisted; Sleep and wakefulness; Sparsity; Trends; Wakefulness; United States