Probabilistic Modeling

Supervised Learning of Acoustic Models in a Zero Resource Setting to Improve DPGMM Clustering Interspeech 2016 The Effect of Combination Functions on the Complexity of Relational Bayesian Networks PGM 2016 The Multiple Quantile Graphical Model NeurIPS 2016 Topic-Based Embeddings for Learning from Large Knowledge Graphs AISTATS 2016 Tractable Operations for Arithmetic Circuits of Probabilistic Models NeurIPS 2016 Twin Model G-PLDA for Duration Mismatch Compensation in Text-Independent Speaker Verification Interspeech 2016 Unifying Topic, Sentiment & Preference in an HDP-Based Rating Regression Model for Online Reviews ACML 2016 Uprooting and Rerooting Graphical Models ICML 2016 Using Social Dynamics to Make Individual Predictions: Variational Inference with a Stochastic Kinetic Model NeurIPS 2016 Variable Elimination in the Fourier Domain ICML 2016 Variational Inference in Mixed Probabilistic Submodular Models NeurIPS 2016 Variational Tempering AISTATS 2016 Visual Path Prediction in Complex Scenes With Crowded Moving Objects CVPR 2016 A Bayesian Framework for Modeling Confidence in Perceptual Decision Making NeurIPS 2015 Accurate and conservative estimates of MRF log-likelihood using reverse annealing AISTATS 2015 A class of network models recoverable by spectral clustering NeurIPS 2015 Adaptive Belief Propagation ICML 2015 A Framework for Individualizing Predictions of Disease Trajectories by Exploiting Multi-Resolution Structure NeurIPS 2015 A Hybrid Approach for Probabilistic Inference using Random Projections ICML 2015 A Probabilistic Model for Dirty Multi-task Feature Selection ICML 2015 A Reduced-Dimension fMRI Shared Response Model NeurIPS 2015 A Statistical Model of Riemannian Metric Variation for Deformable Shape Analysis CVPR 2015 A Sufficient Statistics Construction of Exponential Family Lévy Measure Densities for Nonparametric Conjugate Models AISTATS 2015 A Topic Modeling Approach to Ranking AISTATS 2015 A Tractable Approximation to Optimal Point Process Filtering: Application to Neural Encoding NeurIPS 2015