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Estimation theory / Stochastic processes / Statistical models / Dirichlet process / Conjugate prior / Mixture model / Latent Dirichlet allocation / Dirichlet distribution / Parametric model / Statistics / Statistical theory / Bayesian statistics


Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation Dahua Lin Toyota Technological Institute at Chicago
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Document Date: 2014-02-24 18:11:54

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File Size: 2,83 MB

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Company

the New York Times / Cambridge University Press / /

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Facility

Sequential Variational Approximation Dahua Lin Toyota Technological Institute / /

IndustryTerm

sequential learning algorithm / performance technical computing / real world applications / reasonable solution / online variational inference algorithm / nonparametric online variational inference / inference algorithms / split-merge mcmc algorithm / vision algorithms / sequential algorithm / online learning algorithm / computing / conventional variational learning algorithms / tractable predictive law / learning algorithm / large scale applications / learning algorithms / predictive law / /

Organization

Cambridge University / American Statistical Association / IDF / Sequential Variational Approximation Dahua Lin Toyota Technological Institute / /

Person

Kenichi Kurihara / Jayaram Sethuraman / Max Welling / David J. Nott / Padhraic Smyth / Carl Edward Rasmussen / Michael I. Jordan / K. Kurihara / Alex Ihler / Ajay Jasra / Lancelot F. James / Michael C. Hughes / Xiaole Zhang / David Blei / Michael Jordan / Y.W. Teh / Michael Bryant / Radford M. Neal / David M Blei / Matt Hoffman / Stephen G. Walker / Chris Holmes / Jeff Bezanson / Viral B. Shah / Alan Edelman / Ian Porteous / Antonio Lijoi / Christopher Yau / Jain / Yee Whye Teh / Emily B. Fox / Erik Sudderth / Stefan Karpinski / Ng Andrew / John Paisley / Erik B. Sudderth / Peter Muller / David B. Dahl / Chong Wang / Igor Pr¨unster / David M. Blei / Matthew J. Beal / Lin Toyota / /

Position

SVM-PM / TVF SVA SVA−PM / CGS MC−SM TVF SVA SVA−PM / SVA-PM / SVA-PM / and TVF / learned using SVA-PM / /

Product

Pentax K-x Digital Camera / /

PublishedMedium

the New York Times / Journal of Machine Learning Research / Journal of the American Statistical Association / /

Technology

sequential learning algorithm / following inference algorithms / machine learning / vision algorithms / sequential Bayesian learning algorithm / computationally expensive algorithms / sequential algorithm / online learning algorithm / proposed algorithm / online variational inference algorithm / 4 Algorithm / online Bayesian learning algorithm / Bayesian learning algorithm / split-merge mcmc algorithm / 5 Algorithm / conventional variational learning algorithms / /

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