State-space analysis on time-varying correlations in parallel spike sequences

A state-space method for simultaneously estimating time-dependent rate and higher-order correlation underlying parallel spike sequences is proposed. Discretized parallel spike sequences are modeled by a conditionally independent multivariate Bernoulli process using a log-linear link function, which...

Full description

Bibliographic Details
Main Authors: Shimazaki, Hideaki (Author), Amari, Shun-ichi (Author), Brown, Emery N. (Contributor), Grun, Sonja (Author)
Other Authors: Harvard University- (Contributor), Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences (Contributor)
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers, 2011-03-07T22:09:50Z.
Subjects:
Online Access:Get fulltext