← Keywords

bayesian inference

1904 papers

Explore in graph

Also known as

MCMC MBR BI BVMM MAP

Co-occurring keywords

variational inference (2069) markov chain monte carlo (724) gaussian process (1198) probabilistic modeling (851) uncertainty quantification (1365) posterior distribution (259) bayesian learning (185) gibbs sampling (201) graphical model (863) probabilistic model (476)

Papers

Probabilistic Solutions to Differential Equations and their Application to Riemannian Statistics AISTATS 2014
Joint Structure Learning of Multiple Non-Exchangeable Networks AISTATS 2014
Memory (and Time) Efficient Sequential Monte Carlo ICML 2014
Spatio-temporal Representations of Uncertainty in Spiking Neural Networks NIPS 2014
Dynamic Rank Factor Model for Text Streams NIPS 2014
Distance-Based Network Recovery under Feature Correlation NIPS 2014
Sequential Monte Carlo for Graphical Models NIPS 2014
Compressive Sensing of Signals from a GMM with Sparse Precision Matrices NIPS 2014
Hamming Ball Auxiliary Sampling for Factorial Hidden Markov Models NIPS 2014
Causal Inference through a Witness Protection Program NIPS 2014
Analysis of Variational Bayesian Latent Dirichlet Allocation: Weaker Sparsity Than MAP NIPS 2014
Neurons as Monte Carlo Samplers: Bayesian Inference and Learning in Spiking Networks NIPS 2014
Stochastic variational inference for hidden Markov models NIPS 2014
Poisson Process Jumping between an Unknown Number of Rates: Application to Neural Spike Data NIPS 2014
Bayesian Inference for Structured Spike and Slab Priors NIPS 2014
Expectation Propagation for Likelihoods Depending on an Inner Product of Two Multivariate Random Variables AISTATS 2014
Gaussian Process Volatility Model NIPS 2014
Aerial Reconstructions via Probabilistic Data Fusion CVPR 2014
Scalable Collaborative Bayesian Preference Learning AISTATS 2014
Locally Adaptive Factor Processes for Multivariate Time Series JMLR 2014
Incremental Tree-Based Inference with Dependent Normalized Random Measures AISTATS 2014
Scalable Bayesian Low-Rank Decomposition of Incomplete Multiway Tensors ICML 2014
Scaling Nonparametric Bayesian Inference via Subsample-Annealing AISTATS 2014
Accelerating ABC methods using Gaussian processes AISTATS 2014
Generating Efficient MCMC Kernels from Probabilistic Programs AISTATS 2014