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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

Incremental Tree-Based Inference with Dependent Normalized Random Measures AISTATS 2014
Color Transfer Using Probabilistic Moving Least Squares CVPR 2014
Covariance Trees for 2D and 3D Processing CVPR 2014
Kernel Mean Estimation via Spectral Filtering NIPS 2014
Sparse Factor Analysis for Learning and Content Analytics JMLR 2014
Spectral Methods for Indian Buffet Process Inference NIPS 2014
Belief propagation, robust reconstruction and optimal recovery of block models COLT 2014
Lifted MAP Inference for Markov Logic Networks AISTATS 2014
A provable SVD-based algorithm for learning topics in dominant admixture corpus NIPS 2014
Elicitation and Identification of Properties COLT 2014
Probably Approximately Correct MDP Learning and Control With Temporal Logic Constraints RSS 2014
Latent Confusion Analysis by Normalized Gamma Construction ICML 2014
Augur: Data-Parallel Probabilistic Modeling NIPS 2014
Learning Sum-Product Networks with Direct and Indirect Variable Interactions ICML 2014
Exchangeable Variable Models ICML 2014
Gaussian Process Classification and Active Learning with Multiple Annotators ICML 2014
Model-Based Relational RL When Object Existence is Partially Observable ICML 2014
Structure learning of antiferromagnetic Ising models NIPS 2014
A Junction Tree Framework for Undirected Graphical Model Selection JMLR 2014
Spatio-temporal Representations of Uncertainty in Spiking Neural Networks NIPS 2014
Causal Inference through a Witness Protection Program NIPS 2014
Learning a Concept Hierarchy from Multi-labeled Documents NIPS 2014
Parallel Sampling of HDPs using Sub-Cluster Splits NIPS 2014
Illuminant Chromaticity from Image Sequences ICCV 2013
Markov Network-Based Unified Classifier for Face Identification ICCV 2013