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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)

Kernel Choice and Classifiability for RKHS Embeddings of Probability Distributions NIPS 2009
Probabilistic Relational PCA NIPS 2009
Dirichlet-Bernoulli Alignment: A Generative Model for Multi-Class Multi-Label Multi-Instance Corpora NIPS 2009
Riffled Independence for Ranked Data NIPS 2009
A Neural Implementation of the Kalman Filter NIPS 2009
An LP View of the M-best MAP problem NIPS 2009
Speeding up Magnetic Resonance Image Acquisition by Bayesian Multi-Slice Adaptive Compressed Sensing NIPS 2009
Hierarchical Learning of Dimensional Biases in Human Categorization NIPS 2009
Neural Implementation of Hierarchical Bayesian Inference by Importance Sampling NIPS 2009
FACTORIE: Probabilistic Programming via Imperatively Defined Factor Graphs NIPS 2009
Construction of Nonparametric Bayesian Models from Parametric Bayes Equations NIPS 2009
Posterior vs Parameter Sparsity in Latent Variable Models NIPS 2009
Bayesian Sparse Factor Models and DAGs Inference and Comparison NIPS 2009
Accelerating Bayesian Structural Inference for Non-Decomposable Gaussian Graphical Models NIPS 2009
Time-Varying Dynamic Bayesian Networks NIPS 2009
Graph Zeta Function in the Bethe Free Energy and Loopy Belief Propagation NIPS 2009
A joint maximum-entropy model for binary neural population patterns and continuous signals NIPS 2009
Variational Inference for the Nested Chinese Restaurant Process NIPS 2009
Approximating MAP by Compensating for Structural Relaxations NIPS 2009
Non-Parametric Bayesian Dictionary Learning for Sparse Image Representations NIPS 2009
Training Factor Graphs with Reinforcement Learning for Efficient MAP Inference NIPS 2009
Bayesian Source Localization with the Multivariate Laplace Prior NIPS 2009
The Infinite Partially Observable Markov Decision Process NIPS 2009
Bayesian estimation of orientation preference maps NIPS 2009
A Bayesian Analysis of Dynamics in Free Recall NIPS 2009