Information Based Learning
José C. Príncipe*, Badong Chen† and Luis G. Sanchez Giraldo*, *Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA, †Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an, P.R. China
Keywords
Information theory; Entropy; Divergence; Mutual information; Machine learning; Information theoretic learning
Traditional methods in machine learning and adaptive signal processing mainly exploit second order signal statistics (covariance, distance, correlation functions, etc.). The emphasis on second order statistics as the choice of optimality ...
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