44 citations · 181 across the 20 of their papers we have counts for
3 papers · 1 filter
Olfactory learning alters navigation strategies and behavioral variability in C. elegans
Kevin S. Chen, Anuj K. Sharma, Jonathan W. Pillow +1
Animals adjust their behavioral response to sensory input adaptively depending on past experiences. The flexible brain computation is crucial for survival and is of great interest…
System Identification for Continuous-time Linear Dynamical Systems
Peter Halmos, Jonathan Pillow, David A. Knowles
The problem of system identification for the Kalman filter, relying on the expectation-maximization (EM) procedure to learn the underlying parameters of a dynamical system, has lar…
Spectral learning of Bernoulli linear dynamical systems models
Iris R. Stone, Yotam Sagiv, Il Memming Park +1
Latent linear dynamical systems with Bernoulli observations provide a powerful modeling framework for identifying the temporal dynamics underlying binary time series data, which ar…