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Embarrassingly Parallel Variational Inference in Nonconjugate Models., , и . CoRR, (2015)Petuum: A Framework for Iterative-Convergent Distributed ML., , , , , , , и . CoRR, (2013)Discriminative Training of Mixed Membership Models., и . Handbook of Mixed Membership Models and Their Applications, Chapman and Hall/CRC, (2014)Model-Parallel Inference for Big Topic Models., , , и . CoRR, (2014)Solving the Straggler Problem with Bounded Staleness., , , , , , , и . HotOS, USENIX Association, (2013)mStruct: a new admixture model for inference of population structure in light of both genetic admixing and allele mutations., и . ICML, том 307 из ACM International Conference Proceeding Series, стр. 952-959. ACM, (2008)Dynamic mixed membership blockmodel for evolving networks., , и . ICML, том 382 из ACM International Conference Proceeding Series, стр. 329-336. ACM, (2009)Grafting-light: fast, incremental feature selection and structure learning of Markov random fields., , и . KDD, стр. 303-312. ACM, (2010)An Augmented Lagrangian Approach to Constrained MAP Inference., , , , и . ICML, стр. 169-176. Omnipress, (2011)Conditional Topic Random Fields., и . ICML, стр. 1239-1246. Omnipress, (2010)