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parameter estimation

274 papers

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Co-occurring keywords

bayesian inference (1904) expectation maximization (254) graphical model (863) mixture model (262) maximum likelihood (255) maximum likelihood estimation (233) sample complexity (1158) latent variable model (564) tensor decomposition (374) exponential family (124)

Papers

Estimating Mixture Models via Mixtures of Polynomials NIPS 2015
Empirical Localization of Homogeneous Divergences on Discrete Sample Spaces NIPS 2015
Learning with Relaxed Supervision NIPS 2015
The Likelihood-Ratio Test and Efficient Robust Estimation ICCV 2015
High Dimensional EM Algorithm: Statistical Optimization and Asymptotic Normality NIPS 2015
Bayesian Inference for Neighborhood Filters With Application in Denoising CVPR 2015
Super-Resolution Off the Grid NIPS 2015
Recursive Inversion Models for Permutations NIPS 2014
Learning with Maximum A-Posteriori Perturbation Models AISTATS 2014
The More, the Merrier: the Blessing of Dimensionality for Learning Large Gaussian Mixtures COLT 2014
Learning the Parameters of Determinantal Point Process Kernels ICML 2014
Alternating Minimization for Mixed Linear Regression ICML 2014
Gaussian Processes for Bayesian Estimation in Ordinary Differential Equations ICML 2014
A Statistical Perspective on Algorithmic Leveraging ICML 2014
Uniqueness of Tensor Decompositions with Applications to Polynomial Identifiability COLT 2014
Multi-scale Graphical Models for Spatio-Temporal Processes NIPS 2014
Spectral Methods for Supervised Topic Models NIPS 2014
Spectral Methods meet EM: A Provably Optimal Algorithm for Crowdsourcing NIPS 2014
Hardness of parameter estimation in graphical models NIPS 2014
On Communication Cost of Distributed Statistical Estimation and Dimensionality NIPS 2014
Multivariate Regression with Calibration NIPS 2014
Decomposing Parameter Estimation Problems NIPS 2014
Distributed Parameter Estimation in Probabilistic Graphical Models NIPS 2014
Spectral Learning of Mixture of Hidden Markov Models NIPS 2014
Near-Optimal-Sample Estimators for Spherical Gaussian Mixtures NIPS 2014