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Variational Bayesian dropout: pitfalls and fixes

, , and . Proceedings of the 35th International Conference on Machine Learning, volume 80 of Proceedings of Machine Learning Research, page 2019--2028. Stockholmsmässan, Stockholm Sweden, PMLR, (10--15 Jul 2018)

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A Robust Bayesian Two-Sample Test for Detecting Intervals of Differential Gene Expression in Microarray Time Series., , , , and . RECOMB, volume 5541 of Lecture Notes in Computer Science, page 201-216. Springer, (2009)Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning., and . ICML, volume 48 of JMLR Workshop and Conference Proceedings, page 1050-1059. JMLR.org, (2016)Scaling the Indian Buffet Process via Submodular Maximization., and . ICML (3), volume 28 of JMLR Workshop and Conference Proceedings, page 1013-1021. JMLR.org, (2013)Dynamic Probabilistic Models for Latent Feature Propagation in Social Networks., and . ICML (1), volume 28 of JMLR Workshop and Conference Proceedings, page 275-283. JMLR.org, (2013)Magnetic Hamiltonian Monte Carlo., , , and . ICML, volume 70 of Proceedings of Machine Learning Research, page 3453-3461. PMLR, (2017)A Birth-Death Process for Feature Allocation., , and . ICML, volume 70 of Proceedings of Machine Learning Research, page 2751-2759. PMLR, (2017)Factorial Mixture of Gaussians and the Marginal Independence Model., and . AISTATS, volume 5 of JMLR Proceedings, page 520-527. JMLR.org, (2009)A Nonparametric Bayesian Model for Multiple Clustering with Overlapping Feature Views., , and . AISTATS, volume 22 of JMLR Proceedings, page 814-822. JMLR.org, (2012)Gaussian Processes for time-marked time-series data., , and . AISTATS, volume 22 of JMLR Proceedings, page 255-263. JMLR.org, (2012)Analogical Reasoning with Relational Bayesian Sets., , and . AISTATS, volume 2 of JMLR Proceedings, page 500-507. JMLR.org, (2007)