2 papers
stat.ME2025
Inferring Dynamic Hidden Graph Structure in Heterogeneous Correlated Time Series
Jeshwanth Mohan, Bharath Ramsundar, Sandya Subramanian
Modeling heterogeneous correlated time series requires the ability to learn hidden dynamic relationships between component time series with possibly varying periodicities and gener…
q-bio.TO2025
Density-based Neural Temporal Point Processes for Heartbeat Dynamics
Sandya Subramanian, Bharath Ramsundar
Temporal point processes (TPPs) provide a natural mathematical framework for modeling heartbeats due to capturing underlying physiological inductive biases. In this work, we apply…