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Information Theory

498 papers

Papers per year

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14
38
22
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Papers

Estimating the Unseen: Improved Estimators for Entropy and other Properties NIPS 2013
Optimal Neural Population Codes for High-dimensional Stimulus Variables NIPS 2013
Least Informative Dimensions NIPS 2013
Designed Measurements for Vector Count Data NIPS 2013
Information-theoretic lower bounds for distributed statistical estimation with communication constraints NIPS 2013
A simple sketching algorithm for entropy estimation over streaming data AISTATS 2013
Information Complexity in Bandit Subset Selection COLT 2013
Discriminative Color Descriptors CVPR 2013
The Variational Structure of Disparity and Regularization of 4D Light Fields CVPR 2013
Heterogeneous Auto-similarities of Characteristics (HASC): Exploiting Relational Information for Classification ICCV 2013
Beyond Fano's Inequality: Bounds on the Optimal F-Score, BER, and Cost-Sensitive Risk and Their Implications JMLR 2013
Optimal Neural Tuning Curves for Arbitrary Stimulus Distributions: Discrimax, Infomax and Minimum $L_p$ Loss NIPS 2012
Neuronal Spike Generation Mechanism as an Oversampling, Noise-shaping A-to-D converter NIPS 2012
Meta-Gaussian Information Bottleneck NIPS 2012
Entropy Estimations Using Correlated Symmetric Stable Random Projections NIPS 2012
Coding efficiency and detectability of rate fluctuations with non-Poisson neuronal firing NIPS 2012
Tight Bounds on Profile Redundancy and Distinguishability NIPS 2012
Ensemble weighted kernel estimators for multivariate entropy estimation NIPS 2012
Exponential Concentration for Mutual Information Estimation with Application to Forests NIPS 2012
Submodular-Bregman and the Lovász-Bregman Divergences with Applications NIPS 2012
Information Theoretic Model Validation for Spectral Clustering AISTATS 2012
Nonparametric Estimation of Conditional Information and Divergences AISTATS 2012
Learning Fourier Sparse Set Functions AISTATS 2012
A Characterization of Scoring Rules for Linear Properties COLT 2012
Divergences and Risks for Multiclass Experiments COLT 2012