Todd P. Coleman

Efficient Convex Optimization Methods for State-Space Heartbeat Dynamics Models with Gamma Generalized Linear Models.

OBJECTIVE This work proposes a dynamic state-space statistical model of heartbeat dynamics whose optimal state estimate can be solved efficiently with convex optimization and used to assess autonomic and cardiovascular health. METHODS This state-space model combines a Gauss-Markov process prior with gamma emissions u...