12 citations · 17 across the 9 of their papers we have counts for
3 papers · 1 filter
Classification of Epileptic iEEG using Topological Machine Learning
Sunia Tanweer, Narayan Puthanmadam Subramaniyam, Firas A. Khasawneh
Epileptic seizure detection from EEG signals remains challenging due to the high dimensionality and nonlinear, potentially stochastic, dynamics of neural activity. In this work, we…
Detecting Stochasticity in Discrete Signals via Nonparametric Excursion Theorem
Sunia Tanweer, Firas A. Khasawneh
We develop a practical framework for distinguishing diffusive stochastic processes from deterministic signals using only a single discrete time series. Our approach is based on cla…
Asymmetrically Weighted Dowker Persistence and Applications in Dynamical Systems
Tobias Timofeyev, Christopher Potvin, Benjamin Jones +3
By their nature it is difficult to differentiate chaotic dynamical systems through measurement. In recent years, work has begun on using methods of Topological Data Analysis (TDA)…