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...

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书目详细资料
Main Authors: Shimazaki, Hideaki, Amari, Shun-ichi, Brown, Emery N., Grun, Sonja
其他作者: Harvard University--MIT Division of Health Sciences and Technology
格式: 文件
语言:en_US
出版: Institute of Electrical and Electronics Engineers 2011
在线阅读:http://hdl.handle.net/1721.1/61621
https://orcid.org/0000-0003-2668-7819