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City New York / Berlin / Cambridge / Beijing / London / / Company AUAI Press / Infosys Labs / Neural Networks / Nak10 See12 Dataset / Netflix / Thomson / Google / See12 / Infosys Limited / SIBM / / Country Jordan / United States / United Kingdom / China / / Event Product Recall / Product Issues / / Facility Binary Matrices Jos´e Miguel Hern´andez-Lobato1 Neil Houlsby1 Zoubin Ghahramani University of Cambridge / University of Wisconsin / / IndustryTerm stochastic inference algorithm / retail dataset / batch variational algorithms / retail / recommendation systems / batch algorithms / probabilistic solutions / variational algorithms / stochastic algorithms / online news portal / massive networks / association rule algorithms / e-commerce website / software systems / minibatch selection algorithm / selection algorithm / analytic algorithms / retail store / inference algorithm / analytic solutions / nonparametric online variational inference / possible solution / batch algorithm / poorer solutions / attractive solution / analytic solution / non-probabilistic algorithms / / Organization Using association / Department of Engineering / SIBM MAP / National Academy of Sciences / Binary Matrices Jos´e Miguel Hern´andez-Lobato1 Neil Houlsby1 Zoubin Ghahramani University of Cambridge / United Nations / University of Wisconsin / Madison / / Person Francisco JR / Juha / David M. Bayesian / Asela / Lawrence K. An / Shani / Yee Whye / David M. Efficient / Figure / Abstract Fully / / / Position author / hierarchical model for ordinal matrix factorization / / Product validation set / Recall Recall 6.5 WebView / method / Paq13 BPR Nak10 See12 / Recall recall SIBM SIBM MAP batch Paq13 BPR Nak10 See12 Dataset / MAP- / Synthetic / Recall / show / Robbins-Monro / SIBM−auto / SIBM- / / ProgrammingLanguage E / / ProvinceOrState Wisconsin / New York / / PublishedMedium Machine Learning / Proceedings of the National Academy of Sciences / Journal of Machine Learning Research / The Journal of Machine Learning Research / Lecture Notes in Computer Science / / Technology selection algorithm / performing non-variational Bayesian algorithms / batch variational algorithms / variational algorithms / resulting batch algorithm / inference algorithm / association rule algorithms / alternative non-probabilistic algorithms / batch algorithm / machine learning / batch algorithms / alternative stochastic MF algorithm / minibatch selection algorithm / stochastic inference algorithm / SVI algorithms / analytic algorithms / / URL http / SocialTag