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Online Chinese Restaurant Process

Published on Oct 07, 20142621 Views

Processing large volumes of streaming data in near-real-time is becoming increasingly important as the Internet, sensor networks and network traffic grow. Online machine learning is a typical means of

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Chapter list

Online Chinese Restaurant Process00:00
Outline00:12
Introduction00:49
Online Learning02:34
Dirichlet Process Mixture Models03:45
Chinese Restaurant Process05:49
Online CRP07:06
Relaxing function08:12
The Update of Class Parameters09:25
Online CRP with Collapsed Sampling10:47
Experiments11:51
20 Newsgroups12:07
RCV1 and Wikipedia 13:29
Conclusions14:09
Thank you for your attention!15:33