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Information Theory

313 directly classified papers

Papers per year

Papers

Semi-Supervised Interpolation in an Anticausal Learning Scenario JMLR 2015
Standardized Mutual Information for Clustering Comparisons: One Step Further in Adjustment for Chance ICML 2014
Sparse meta-Gaussian information bottleneck ICML 2014
An Information Geometry of Statistical Manifold Learning ICML 2014
Quantized Estimation of Gaussian Sequence Models in Euclidean Balls NIPS 2014
Fundamental Limits of Online and Distributed Algorithms for Statistical Learning and Estimation NIPS 2014
Discovering Structure in High-Dimensional Data Through Correlation Explanation NIPS 2014
Optimal prior-dependent neural population codes under shared input noise NIPS 2014
On Communication Cost of Distributed Statistical Estimation and Dimensionality NIPS 2014
Spectral Clustering with Jensen-type Kernels and their Multi-point Extensions CVPR 2014
Bias Reduction and Metric Learning for Nearest-Neighbor Estimation of Kullback-Leibler Divergence AISTATS 2014
Nonlinear Information-Theoretic Compressive Measurement Design ICML 2014
Nonparametric Estimation of Renyi Divergence and Friends ICML 2014
Distributed Estimation, Information Loss and Exponential Families NIPS 2014
Local Privacy and Minimax Bounds: Sharp Rates for Probability Estimation NIPS 2013
Sensor Selection in High-Dimensional Gaussian Trees with Nuisances NIPS 2013
Least Informative Dimensions NIPS 2013
Horizon-Independent Optimal Prediction with Log-Loss in Exponential Families COLT 2013
Optimal Neural Population Codes for High-dimensional Stimulus Variables NIPS 2013
Information-theoretic lower bounds for distributed statistical estimation with communication constraints NIPS 2013
Designed Measurements for Vector Count Data NIPS 2013
Information Complexity in Bandit Subset Selection COLT 2013
Optimal kernel choice for large-scale two-sample tests NIPS 2012
Exponential Concentration for Mutual Information Estimation with Application to Forests NIPS 2012
Affine Independent Variational Inference NIPS 2012