3 papers
stat.ML2026
Uncertainty Quantification of Next Generation Reservoir Computing with Applications to Memory-Driven Dynamical Systems
Livia Popa, Sumanta Basu, Martin T. Wells
Nonlinear dynamical systems with memory arise across science and engineering, yet uncertainty quantification for efficient forecasting methods such as Next Generation Reservoir Com…
stat.ME2025
BLOG: Bayesian Longitudinal Omics with Group Constraints
Livia Popa, Sumanta Basu, Myung Hee Lee +1
Clinical investigators are increasingly interested in discovering computational biomarkers from short-term longitudinal omics data sets. This work focuses on Bayesian regression an…
stat.AP2025
A co-segmentation algorithm to predict emotional stress from passively sensed mHealth data
Younghoon Kim, Sumanta Basu, Samprit Banerjee
We develop a data-driven co-segmentation algorithm of passively sensed and self-reported active variables collected through smartphones to identify emotionally stressful states in…