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The methods are assessed on simulated data, and results are compared to expectation-maximization, as well as Monte Carlo estimation techniques, in order to evaluate the accuracy of the proposed approach. The VB filter is further assessed on a data set of taste-response neural cells, showing that the proposed approach can effectively capture dynamical changes in neural responses in real time. <\/jats:p>","DOI":"10.1162\/neco_a_00156","type":"journal-article","created":{"date-parts":[[2011,4,26]],"date-time":"2011-04-26T20:21:23Z","timestamp":1303849283000},"page":"1967-1999","source":"Crossref","is-referenced-by-count":13,"title":["Online Variational Inference for State-Space Models with Point-Process Observations"],"prefix":"10.1162","volume":"23","author":[{"given":"Andrew Zammit","family":"Mangion","sequence":"first","affiliation":[{"name":"Department of Automatic Control and Systems Engineering, University of Sheffield, Sheffield S1 3JD, U.K."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ke","family":"Yuan","sequence":"additional","affiliation":[{"name":"School of Electronics and Computer Science, University of Southampton, Southampton, SO17 1BJ, 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