3 papers
cs.LG2026
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…
stat.ML2026
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…
cs.LG2025
Unsupervised Learning of Density Estimates with Topological Optimization
Sunia Tanweer, Firas A. Khasawneh
Kernel density estimation is a key component of a wide variety of algorithms in machine learning, Bayesian inference, stochastic dynamics and signal processing. However, the unsupe…