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Information Theory

495 directly classified papers

Papers per year

Papers

Nonparametric von Mises Estimators for Entropies, Divergences and Mutual Informations NIPS 2015
Plug-and-Play Dual-Tree Algorithm Runtime Analysis JMLR 2015
Sequential Information Maximization: When is Greedy Near-optimal? COLT 2015
Sparse meta-Gaussian information bottleneck ICML 2014
Standardized Mutual Information for Clustering Comparisons: One Step Further in Adjustment for Chance ICML 2014
Nonparametric Estimation of Renyi Divergence and Friends ICML 2014
Extremal Mechanisms for Local Differential Privacy NIPS 2014
Multivariate f-divergence Estimation With Confidence NIPS 2014
Quantized Estimation of Gaussian Sequence Models in Euclidean Balls NIPS 2014
Distributed Estimation, Information Loss and Exponential Families NIPS 2014
Nonlinear Information-Theoretic Compressive Measurement Design ICML 2014
On Communication Cost of Distributed Statistical Estimation and Dimensionality NIPS 2014
An Information Geometry of Statistical Manifold Learning ICML 2014
Discovering Structure in High-Dimensional Data Through Correlation Explanation NIPS 2014
Demystifying Information-Theoretic Clustering ICML 2014
Dimension-free Concentration Bounds on Hankel Matrices for Spectral Learning ICML 2014
On the Information Theoretic Limits of Learning Ising Models NIPS 2014
Jointly Informative Feature Selection AISTATS 2014
Information-Theoretic Characterization of Sparse Recovery AISTATS 2014
Bayesian Entropy Estimation for Countable Discrete Distributions JMLR 2014
Exponential Concentration of a Density Functional Estimator NIPS 2014
Using Projection Kurtosis Concentration Of Natural Images For Blind Noise Covariance Matrix Estimation CVPR 2014
Information Complexity in Bandit Subset Selection COLT 2013
Estimating the Unseen: Improved Estimators for Entropy and other Properties NIPS 2013
Discriminative Color Descriptors CVPR 2013