← Bayesian & Probabilistic
Artificial Intelligence › Bayesian & Probabilistic ›

Probabilistic Modeling

2591 directly classified papers

Papers per year

Papers

Learning with Maximum A-Posteriori Perturbation Models AISTATS 2014
A Deep and Tractable Density Estimator ICML 2014
Latent Gaussian Models for Topic Modeling AISTATS 2014
Robust Principal Component Analysis with Complex Noise ICML 2014
Lifted MAP Inference for Markov Logic Networks AISTATS 2014
On the Testability of Models with Missing Data AISTATS 2014
Neural Variational Inference and Learning in Belief Networks ICML 2014
Batch Continuous-Time Trajectory Estimation as Exactly Sparse Gaussian Process Regression RSS 2014
A Probabilistic Framework for Multimodal Retrieval using Integrative Indian Buffet Process NIPS 2014
Inferring synaptic conductances from spike trains with a biophysically inspired point process model NIPS 2014
Hierarchical Dirichlet Scaling Process ICML 2014
Bayesian Nonparametric Comorbidity Analysis of Psychiatric Disorders JMLR 2014
Revisiting Bayesian Blind Deconvolution JMLR 2014
Bat Call Identification with Gaussian Process Multinomial Probit Regression and a Dynamic Time Warping Kernel AISTATS 2014
Learning Heterogeneous Hidden Markov Random Fields AISTATS 2014
Efficient Nonlinear Markov Models for Human Motion CVPR 2014
A Framework for Testing Identifiability of Bayesian Models of Perception NIPS 2014
SMERED: A Bayesian Approach to Graphical Record Linkage and De-duplication AISTATS 2014
Variational Inference for Sequential Distance Dependent Chinese Restaurant Process ICML 2014
Efficient Gradient-Based Inference through Transformations between Bayes Nets and Neural Nets ICML 2014
Efficient State-Space Inference of Periodic Latent Force Models JMLR 2014
Particle Gibbs with Ancestor Sampling JMLR 2014
Bayesian Active Contours with Affine-Invariant, Elastic Shape Prior CVPR 2014
Approximate Representations for Multi-Robot Control Policies that Maximize Mutual Information RSS 2013
Domain Adaptation under Target and Conditional Shift ICML 2013