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Probabilistic Modeling

2,599 papers

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Papers

Probabilistic Modeling of Human Movements for Intention Inference RSS 2012
Probabilistic Modeling of Dependencies Among Visual Short-Term Memory Representations NIPS 2011
Nonstandard Interpretations of Probabilistic Programs for Efficient Inference NIPS 2011
Anatomically Constrained Decoding of Finger Flexion from Electrocorticographic Signals NIPS 2011
Spectral Methods for Learning Multivariate Latent Tree Structure NIPS 2011
Query-Aware MCMC NIPS 2011
Automated Refinement of Bayes Networks' Parameters based on Test Ordering Constraints NIPS 2011
Dynamical segmentation of single trials from population neural data NIPS 2011
Complexity of Inference in Latent Dirichlet Allocation NIPS 2011
Hierarchically Supervised Latent Dirichlet Allocation NIPS 2011
Message-Passing for Approximate MAP Inference with Latent Variables NIPS 2011
An Application of Tree-Structured Expectation Propagation for Channel Decoding NIPS 2011
Uniqueness of Belief Propagation on Signed Graphs NIPS 2011
Inductive reasoning about chimeric creatures NIPS 2011
Robust Multi-Class Gaussian Process Classification NIPS 2011
On the Completeness of First-Order Knowledge Compilation for Lifted Probabilistic Inference NIPS 2011
On Tracking The Partition Function NIPS 2011
t-divergence Based Approximate Inference NIPS 2011
Hierarchical Topic Modeling for Analysis of Time-Evolving Personal Choices NIPS 2011
A Global Structural EM Algorithm for a Model of Cancer Progression NIPS 2011
Unifying Non-Maximum Likelihood Learning Objectives with Minimum KL Contraction NIPS 2011
Efficient inference in matrix-variate Gaussian models with \iid observation noise NIPS 2011
Confidence Sets for Network Structure NIPS 2011
Structural equations and divisive normalization for energy-dependent component analysis NIPS 2011
Generalized Beta Mixtures of Gaussians NIPS 2011