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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)

Unifying the Sensory and Motor Components of Sensorimotor Adaptation NIPS 2008
Modeling human function learning with Gaussian processes NIPS 2008
Hebbian Learning of Bayes Optimal Decisions NIPS 2008
Evaluating probabilities under high-dimensional latent variable models NIPS 2008
Counting Solution Clusters in Graph Coloring Problems Using Belief Propagation NIPS 2008
Sparse Convolved Gaussian Processes for Multi-output Regression NIPS 2008
Multi-task Gaussian Process Learning of Robot Inverse Dynamics NIPS 2008
Probabilistic detection of short events, with application to critical care monitoring NIPS 2008
Estimating the Location and Orientation of Complex, Correlated Neural Activity using MEG NIPS 2008
Nonparametric sparse hierarchical models describe V1 fMRI responses to natural images NIPS 2008
Stochastic Relational Models for Large-scale Dyadic Data using MCMC NIPS 2008
Hierarchical Fisher Kernels for Longitudinal Data NIPS 2008
The Infinite Factorial Hidden Markov Model NIPS 2008
Fast Computation of Posterior Mode in Multi-Level Hierarchical Models NIPS 2008
The Infinite Hierarchical Factor Regression Model NIPS 2008
Learning Transformational Invariants from Natural Movies NIPS 2008
Characterizing response behavior in multisensory perception with conflicting cues NIPS 2008
The Gaussian Process Density Sampler NIPS 2008
Integrating Locally Learned Causal Structures with Overlapping Variables NIPS 2008
A mixture model for the evolution of gene expression in non-homogeneous datasets NIPS 2008
Gates NIPS 2008
MAS: a multiplicative approximation scheme for probabilistic inference NIPS 2008
Efficient Sampling for Gaussian Process Inference using Control Variables NIPS 2008
Bayesian Exponential Family PCA NIPS 2008
Sequential effects: Superstition or rational behavior? NIPS 2008