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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)

DISCO Nets : DISsimilarity COefficients Networks NIPS 2016
A Probabilistic Framework for Deep Learning NIPS 2016
New Liftable Classes for First-Order Probabilistic Inference NIPS 2016
Operator Variational Inference NIPS 2016
Constraints Based Convex Belief Propagation NIPS 2016
Select-and-Sample for Spike-and-Slab Sparse Coding NIPS 2016
Kernel Bayesian Inference with Posterior Regularization NIPS 2016
Learning Treewidth-Bounded Bayesian Networks with Thousands of Variables NIPS 2016
Parameter Learning for Log-supermodular Distributions NIPS 2016
Gaussian Processes for Survival Analysis NIPS 2016
Mixed vine copulas as joint models of spike counts and local field potentials NIPS 2016
Balancing Suspense and Surprise: Timely Decision Making with Endogenous Information Acquisition NIPS 2016
Natural-Parameter Networks: A Class of Probabilistic Neural Networks NIPS 2016
Scalable Structure Discovery in Regression using Gaussian Processes AUTOML 2016
Simulation and Calibration of a Fully Bayesian Marked Multidimensional Hawkes Process with Dissimilar Decays ACML 2016
Proper Inner Product with Mean Displacement for Gaussian Noise Invariant ICA ACML 2016
Computationally Efficient Bayesian Learning of Gaussian Process State Space Models AISTATS 2016
Generalized Ideal Parent (GIP): Discovering non-Gaussian Hidden Variables AISTATS 2016
Survey Propagation beyond Constraint Satisfaction Problems AISTATS 2016
CRAFT: ClusteR-specific Assorted Feature selecTion AISTATS 2016
Bayesian Markov Blanket Estimation AISTATS 2016
Latent Point Process Allocation AISTATS 2016
K2-ABC: Approximate Bayesian Computation with Kernel Embeddings AISTATS 2016
The Nonparametric Kernel Bayes Smoother AISTATS 2016
Universal Models of Multivariate Temporal Point Processes AISTATS 2016