Information Theory

Dimension-free Concentration Bounds on Hankel Matrices for Spectral Learning ICML 2014 Discovering Structure in High-Dimensional Data Through Correlation Explanation NeurIPS 2014 Distributed Estimation, Information Loss and Exponential Families NeurIPS 2014 Exponential Concentration of a Density Functional Estimator NeurIPS 2014 Extremal Mechanisms for Local Differential Privacy NeurIPS 2014 Information-Theoretic Characterization of Sparse Recovery AISTATS 2014 Jointly Informative Feature Selection AISTATS 2014 Multivariate f-divergence Estimation With Confidence NeurIPS 2014 Nonlinear Information-Theoretic Compressive Measurement Design ICML 2014 Nonparametric Estimation of Renyi Divergence and Friends ICML 2014 On Communication Cost of Distributed Statistical Estimation and Dimensionality NeurIPS 2014 On the Information Theoretic Limits of Learning Ising Models NeurIPS 2014 Optimal prior-dependent neural population codes under shared input noise NeurIPS 2014 Predictive Entropy Search for Efficient Global Optimization of Black-box Functions NeurIPS 2014 Quantized Estimation of Gaussian Sequence Models in Euclidean Balls NeurIPS 2014 Sparse meta-Gaussian information bottleneck ICML 2014 Standardized Mutual Information for Clustering Comparisons: One Step Further in Adjustment for Chance ICML 2014 Using Projection Kurtosis Concentration Of Natural Images For Blind Noise Covariance Matrix Estimation CVPR 2014 A simple sketching algorithm for entropy estimation over streaming data AISTATS 2013 Beyond Fano's Inequality: Bounds on the Optimal F-Score, BER, and Cost-Sensitive Risk and Their Implications JMLR 2013 Designed Measurements for Vector Count Data NeurIPS 2013 Discriminative Color Descriptors CVPR 2013 Estimating the Unseen: Improved Estimators for Entropy and other Properties NeurIPS 2013 Heterogeneous Auto-similarities of Characteristics (HASC): Exploiting Relational Information for Classification ICCV 2013 Information Complexity in Bandit Subset Selection COLT 2013