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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)

Learning invariant features using the Transformed Indian Buffet Process NIPS 2010
Learning sparse dynamic linear systems using stable spline kernels and exponential hyperpriors NIPS 2010
Efficient Collapsed Gibbs Sampling for Latent Dirichlet Allocation ACML 2010
Variational Relevance Vector Machine for Tabular Data ACML 2010
Hierarchical Gaussian Process Regression ACML 2010
An EM Algorithm on BDDs with Order Encoding for Logic-based Probabilistic Models ACML 2010
A Study of Approximate Inference in Probabilistic Relational Models ACML 2010
Efficient Multioutput Gaussian Processes through Variational Inducing Kernels AISTATS 2010
Why are DBNs sparse? AISTATS 2010
Focused Belief Propagation for Query-Specific Inference AISTATS 2010
Improving posterior marginal approximations in latent Gaussian models AISTATS 2010
Tempered Markov Chain Monte Carlo for training of Restricted Boltzmann Machines AISTATS 2010
Bayesian variable order Markov models AISTATS 2010
Nonparametric Bayesian Matrix Factorization by Power-EP AISTATS 2010
Combining Experiments to Discover Linear Cyclic Models with Latent Variables AISTATS 2010
A Weighted Multi-Sequence Markov Model For Brain Lesion Segmentation AISTATS 2010
On Combining Graph-based Variance Reduction schemes AISTATS 2010
Real-time Multiattribute Bayesian Preference Elicitation with Pairwise Comparison Queries AISTATS 2010
Coherent Inference on Optimal Play in Game Trees AISTATS 2010
Maximum-likelihood learning of cumulative distribution functions on graphs AISTATS 2010
Supervised Dimension Reduction Using Bayesian Mixture Modeling AISTATS 2010
Parallelizable Sampling of Markov Random Fields AISTATS 2010
Exploiting Within-Clique Factorizations in Junction-Tree Algorithms AISTATS 2010
Elliptical slice sampling AISTATS 2010
Gaussian processes with monotonicity information AISTATS 2010