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probabilistic modeling

851 papers

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PM

Co-occurring keywords

bayesian inference (1904) variational inference (2069) probabilistic model (476) graphical model (863) uncertainty quantification (1365) generative model (2889) bayesian network (378) causal inference (1619) latent variable model (564) probabilistic inference (310)

Papers

Causal discovery with scale-mixture model for spatiotemporal variance dependencies NIPS 2012
Learning from the Wisdom of Crowds by Minimax Entropy NIPS 2012
Meta-Gaussian Information Bottleneck NIPS 2012
On Stochastic Optimal Control and Reinforcement Learning by Approximate Inference RSS 2012
Multiresolution Mixture Modeling using Merging of Mixture Components ACML 2012
Expressive Power and Approximation Errors of Restricted Boltzmann Machines NIPS 2011
Probabilistic Joint Image Segmentation and Labeling NIPS 2011
Group Anomaly Detection using Flexible Genre Models NIPS 2011
Generalized Beta Mixtures of Gaussians NIPS 2011
A Global Structural EM Algorithm for a Model of Cancer Progression NIPS 2011
Probabilistic Modeling of Dependencies Among Visual Short-Term Memory Representations NIPS 2011
MAP Inference for Bayesian Inverse Reinforcement Learning NIPS 2011
The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling AISTATS 2011
Complexity of Inference in Latent Dirichlet Allocation NIPS 2011
On the Relation between Realizable and Nonrealizable Cases of the Sequence Prediction Problem JMLR 2011
Inductive reasoning about chimeric creatures NIPS 2011
Anatomically Constrained Decoding of Finger Flexion from Electrocorticographic Signals NIPS 2011
Unifying Non-Maximum Likelihood Learning Objectives with Minimum KL Contraction NIPS 2011
Improvements to the Sequence Memoizer NIPS 2010
Group Sparse Coding with a Laplacian Scale Mixture Prior NIPS 2010
Exact learning curves for Gaussian process regression on large random graphs NIPS 2010
Learning concept graphs from text with stick-breaking priors NIPS 2010
Dynamic Infinite Relational Model for Time-varying Relational Data Analysis NIPS 2010
Learning the context of a category NIPS 2010
Copula Bayesian Networks NIPS 2010