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asymptotic analysis

86 papers

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Co-occurring keywords

approximate message passing (39) bayesian inference (1907) model selection (456) statistical learning (351) high-dimensional regression (142) maximum likelihood estimation (233) high-dimensional statistics (145) generalization error (285) random matrix theory (63) maximum likelihood (255)

Papers

Comparative Analysis of Viterbi Training and Maximum Likelihood Estimation for HMMs NIPS 2011
Relational Learning with One Network: An Asymptotic Analysis AISTATS 2011
Information Rates and Optimal Decoding in Large Neural Populations NIPS 2011
Discrete MDL Predicts in Total Variation NIPS 2009
Asymptotically Optimal Regularization in Smooth Parametric Models NIPS 2009
Asymptotic Analysis of MAP Estimation via the Replica Method and Compressed Sensing NIPS 2009
Posterior Consistency of the Silverman g-prior in Bayesian Model Choice NIPS 2008
On the Reliability of Clustering Stability in the Large Sample Regime NIPS 2008
Sparseness vs Estimating Conditional Probabilities: Some Asymptotic Results JMLR 2007
Active learning for misspecified generalized linear models NIPS 2006
Asymptotic Model Selection for Naive Bayesian Networks JMLR 2005