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Estimating mutual information from i.i.d.
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Estimation of entropy and mutual information
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Locally weighted full covariance gaussian density estimation
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Fast binary feature selection with conditional mutual information
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Estimating mutual information
A. Kraskov, H. Stögbauer, and P. Grassberger · 2004
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Estimating entropy on m bins given fewer than m samples
L. Paninski · 2004
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Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy
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Efficient estimation of mutual information for strongly dependent variables
S. Gao, G. Ver Steeg, and A. Galstyan · 2014
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Equitability, mutual information, and the maximal information coefficient
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Divergence estimation of continuous distributions based on data-dependent partitions
Q. Wang, S. R. Kulkarni, and S. Verdú · 2005
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Relative performance of mutual information estimation methods for quantifying the dependence among short and noisy data
S. Khan, S. Bandyopadhyay, A. R. Ganguly, S. Saigal, D. J. Erickson III, V. Protopopescu, and G. Ostrouchov · 2007
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On the estimation of differential entropy from data located on embedded manifolds
M. Nilsson and W. B. Kleijn · 2007
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Undersmoothed kernel entropy estimators
L. Paninski and M. Yajima · 2008
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Springer series in statistics
P Bickel, P Diggle, S Fienberg, U Gather, I Olkin, and S Zeger · 2009
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Taylor approximation and the delta method, 2009
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Nonparametric estimation of renyi divergence and friends
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Ensemble estimation of multivariate f-divergence
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Exponential concentration of a density functional estimator
S. Singh and B. Póczos · 2014
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Generalized exponential concentration inequality for rényi divergence estimation
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Discovering structure in high-dimensional data through correlation explanation
G. Ver Steeg and A. Galstyan · 2014
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Maximally informative hierarchical representations of high-dimensional data
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Minimax rates of entropy estimation on large alphabets via best polynomial approximation
Y. Wu and P. Yang · 2014
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Bias reduction in the estimation of mutual information
Jie Zhu, Jean-Jacques Bellanger, Huazhong Shu, Chunfeng Yang, and Régine Le Bouquin Jeannès · 2014
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Multivariate mutual information inspired by secret-key agreement
C. Chan, A. Al-Bashabsheh, J. B. Ebrahimi, T. Kaced, and T. Liu · 2015
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Estimating mutual information by local gaussian approximation
S. Gao, G Ver Steeg, and A. Galstyan · 2015
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Justification of logarithmic loss via the benefit of side information
J. Jiao, T. A. Courtade, K. Venkat, and T. Weissman · 2015
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Minimax estimation of functionals of discrete distributions
J. Jiao, K. Venkat, Y. Han, and T. Weissman · 2015
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Nonparametric von mises estimators for entropies, divergences and mutual informations
K. Kandasamy, A. Krishnamurthy, B. Poczos, and L. Wasserman · 2015
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G. Ver Steeg and A. Galstyan · 2015
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Nonparametric k-nearest-neighbor entropy estimator
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On additive-combinatorial affine inequalities for shannon entropy and differential entropy
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