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Probability

1,045 papers

Papers per year

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15
31
113
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Papers

Evidence Estimation for Bayesian Partially Observed MRFs AISTATS 2013
Recursive Karcher Expectation Estimators And Geometric Law of Large Numbers AISTATS 2013
Dynamic Scaled Sampling for Deterministic Constraints AISTATS 2013
Central Limit Theorems for Conditional Markov Chains AISTATS 2013
Scene Parsing by Integrating Function, Geometry and Appearance Models CVPR 2013
Saliency Detection via Absorbing Markov Chain ICCV 2013
Average Reward Optimization Objective In Partially Observable Domains ICML 2013
Taming the Curse of Dimensionality: Discrete Integration by Hashing and Optimization ICML 2013
Mean Reversion with a Variance Threshold ICML 2013
Two-Sided Exponential Concentration Bounds for Bayes Error Rate and Shannon Entropy ICML 2013
Spectral Learning of Hidden Markov Models from Dynamic and Static Data ICML 2013
O(logT) Projections for Stochastic Optimization of Smooth and Strongly Convex Functions ICML 2013
Sparse Gaussian Conditional Random Fields: Algorithms, Theory, and Application to Energy Forecasting ICML 2013
Differential Privacy for Functions and Functional Data JMLR 2013
Asymptotic Results on Adaptive False Discovery Rate Controlling Procedures Based on Kernel Estimators JMLR 2013
Distributions of Angles in Random Packing on Spheres JMLR 2013
Sparse/Robust Estimation and Kalman Smoothing with Nonsmooth Log-Concave Densities: Modeling, Computation, and Theory JMLR 2013
PC Algorithm for Nonparanormal Graphical Models JMLR 2013
Provable ICA with Unknown Gaussian Noise, with Implications for Gaussian Mixtures and Autoencoders NIPS 2012
Bayesian estimation of discrete entropy with mixtures of stick-breaking priors NIPS 2012
Nonconvex Penalization Using Laplace Exponents and Concave Conjugates NIPS 2012
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability Space NIPS 2012
Ancestor Sampling for Particle Gibbs NIPS 2012
Adaptive Stratified Sampling for Monte-Carlo integration of Differentiable functions NIPS 2012
Coding efficiency and detectability of rate fluctuations with non-Poisson neuronal firing NIPS 2012