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Bayesian & Probabilistic

4,335 papers (2 classified directly here)

Subtopics

Probabilistic Modeling (2,599) Bayesian Learning (1,663) Bayesian Inference (523) Variational Inference (107) Gaussian Processes (6) Bayesian Networks (5)

Papers per year

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Papers (including subtopics)

Dependent Normalized Random Measures ICML 2013
The Extended Parameter Filter ICML 2013
A non-IID Framework for Collaborative Filtering with Restricted Boltzmann Machines ICML 2013
Nonparametric Mixture of Gaussian Processes with Constraints ICML 2013
Learning the beta-Divergence in Tweedie Compound Poisson Matrix Factorization Models ICML 2013
Adaptive Hamiltonian and Riemann Manifold Monte Carlo ICML 2013
Sparse Single-Index Model JMLR 2013
Using Symmetry and Evolutionary Search to Minimize Sorting Networks JMLR 2013
A Framework for Evaluating Approximation Methods for Gaussian Process Regression JMLR 2013
Bayesian Nonparametric Hidden Semi-Markov Models JMLR 2013
Quasi-Newton Method: A New Direction JMLR 2013
A Widely Applicable Bayesian Information Criterion JMLR 2013
Bayesian Canonical Correlation Analysis JMLR 2013
GPstuff: Bayesian Modeling with Gaussian Processes JMLR 2013
Finding Optimal Bayesian Networks Using Precedence Constraints JMLR 2013
Language-Motivated Approaches to Action Recognition JMLR 2013
Gaussian Kullback-Leibler Approximate Inference JMLR 2013
Belief Propagation for Continuous State Spaces: Stochastic Message-Passing with Quantitative Guarantees JMLR 2013
Perturbative Corrections for Approximate Inference in Gaussian Latent Variable Models JMLR 2013
Fast MCMC Sampling for Markov Jump Processes and Extensions JMLR 2013
Classifying With Confidence From Incomplete Information JMLR 2013
Kernel Bayes' Rule: Bayesian Inference with Positive Definite Kernels JMLR 2013
Active Bayesian Perception for Simultaneous Object Localization and Identification RSS 2013
Bayesian Fusion for Multi-Modal Aerial Images RSS 2013
Infinite Latent Conditional Random Fields for Modeling Environments through Humans RSS 2013