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Probabilistic Modeling

2,599 papers

Papers per year

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Papers

Topology Constraints in Graphical Models NIPS 2012
FastEx: Hash Clustering with Exponential Families NIPS 2012
The Bethe Partition Function of Log-supermodular Graphical Models NIPS 2012
Probabilistic Event Cascades for Alzheimer's disease NIPS 2012
Learning Label Trees for Probabilistic Modelling of Implicit Feedback NIPS 2012
Provable ICA with Unknown Gaussian Noise, with Implications for Gaussian Mixtures and Autoencoders NIPS 2012
Efficient high dimensional maximum entropy modeling via symmetric partition functions NIPS 2012
Nonconvex Penalization Using Laplace Exponents and Concave Conjugates NIPS 2012
How They Vote: Issue-Adjusted Models of Legislative Behavior NIPS 2012
Perfect Dimensionality Recovery by Variational Bayesian PCA NIPS 2012
Compressive neural representation of sparse, high-dimensional probabilities NIPS 2012
Minimization of Continuous Bethe Approximations: A Positive Variation NIPS 2012
Latent Graphical Model Selection: Efficient Methods for Locally Tree-like Graphs NIPS 2012
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability Space NIPS 2012
Dual-Space Analysis of the Sparse Linear Model NIPS 2012
Meta-Gaussian Information Bottleneck NIPS 2012
Modelling Reciprocating Relationships with Hawkes Processes NIPS 2012
Nonparanormal Belief Propagation (NPNBP) NIPS 2012
Learning from the Wisdom of Crowds by Minimax Entropy NIPS 2012
Causal discovery with scale-mixture model for spatiotemporal variance dependencies NIPS 2012
Factorial LDA: Sparse Multi-Dimensional Text Models NIPS 2012
Augment-and-Conquer Negative Binomial Processes NIPS 2012
Near-Optimal MAP Inference for Determinantal Point Processes NIPS 2012
MAP Inference in Chains using Column Generation NIPS 2012
Cocktail Party Processing via Structured Prediction NIPS 2012