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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)

Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \boldmath$\ell_1$-regularized MLE NIPS 2008
How memory biases affect information transmission: A rational analysis of serial reproduction NIPS 2008
Using Bayesian Dynamical Systems for Motion Template Libraries NIPS 2008
An Efficient Sequential Monte Carlo Algorithm for Coalescent Clustering NIPS 2008
Multi-Agent Filtering with Infinitely Nested Beliefs NIPS 2008
Efficient Exact Inference in Planar Ising Models NIPS 2008
Mixed Membership Stochastic Blockmodels NIPS 2008
Shared Segmentation of Natural Scenes Using Dependent Pitman-Yor Processes NIPS 2008
Syntactic Topic Models NIPS 2008
A general framework for investigating how far the decoding process in the brain can be simplified NIPS 2008
Bayesian Kernel Shaping for Learning Control NIPS 2008
Bayesian Model of Behaviour in Economic Games NIPS 2008
Posterior Consistency of the Silverman g-prior in Bayesian Model Choice NIPS 2008
Nonparametric Bayesian Learning of Switching Linear Dynamical Systems NIPS 2008
Dependent Dirichlet Process Spike Sorting NIPS 2008
Generative and Discriminative Learning with Unknown Labeling Bias NIPS 2008
Bounds on marginal probability distributions NIPS 2008
Relative Performance Guarantees for Approximate Inference in Latent Dirichlet Allocation NIPS 2008
Load and Attentional Bayes NIPS 2008
Bayesian Network Score Approximation using a Metagraph Kernel NIPS 2008
Bayesian Synchronous Grammar Induction NIPS 2008
Gaussian-process factor analysis for low-dimensional single-trial analysis of neural population activity NIPS 2008
Kernel Measures of Independence for non-iid Data NIPS 2008
Continuously-adaptive discretization for message-passing algorithms NIPS 2008
Bayesian Experimental Design of Magnetic Resonance Imaging Sequences NIPS 2008