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Lower and Upper Bounds for Misclassification Probability Based on Renyi's Information

JOURNAL ARTICLE published June 2004 in The Journal of VLSI Signal Processing-Systems for Signal, Image, and Video Technology

Authors: Deniz Erdogmus | Jose C. Principe

Exact Upper and Lower Bounds on the Misclassification Probability

JOURNAL ARTICLE published July 2019 in IEEE Transactions on Information Theory

Authors: Iosif Pinelis

Some Equivalences between Kernel Methods and Information Theoretic Methods

JOURNAL ARTICLE published November 2006 in The Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology

Authors: Robert Jenssen | Torbjørn Eltoft | Deniz Erdogmus | Jose C. Principe

Misclassification Probability Bounds for Multivariate Gaussian Classes

JOURNAL ARTICLE published October 1999 in Digital Signal Processing

Authors: Tim Pattison | Don Gossink

Experimental upper bound for the performance of convolutive source separation methods

JOURNAL ARTICLE published February 2006 in IEEE Transactions on Signal Processing

Authors: K.E. Hild | D. Erdogmus | J.C. Principe

Online entropy manipulation: stochastic information gradient

JOURNAL ARTICLE published August 2003 in IEEE Signal Processing Letters

Authors: D. Erdogmus | K.E. Hild | J.C. Principe

Information Theoretic Signal Processing

JOURNAL ARTICLE published May 2005 in Signal Processing

Authors: Deniz Erdogmus | Jose C. Principe

Blind source separation using Renyi's mutual information

JOURNAL ARTICLE published June 2001 in IEEE Signal Processing Letters

Authors: K.E. Hild | D. Erdogmus | J. Principe

From linear adaptive filtering to nonlinear information processing - The design and analysis of information processing systems

JOURNAL ARTICLE published November 2006 in IEEE Signal Processing Magazine

Authors: Deniz Erdogmus | Jose Principe

Towards a unification of information theoretic learning and kernel methods

PROCEEDINGS ARTICLE published in Proceedings of the 2004 14th IEEE Signal Processing Society Workshop Machine Learning for Signal Processing, 2004.

Authors: R. Jenssen | D. Erdogmus | J.C. Principe | T. Eltoft

Gaussianization: An Efficient Multivariate Density Estimation Technique for Statistical Signal Processing

JOURNAL ARTICLE published November 2006 in The Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology

Authors: Deniz Erdogmus | Robert Jenssen | Yadunandana N. Rao | Jose C. Principe

Recursive Principal Components Analysis Using Eigenvector Matrix Perturbation

JOURNAL ARTICLE published 5 October 2004 in EURASIP Journal on Advances in Signal Processing

Authors: Deniz Erdogmus | Yadunandana N. Rao | Hemanth Peddaneni | Anant Hegde | Jose C. Principe

Minimizing Fisher information of the error in supervised adaptive filter training

PROCEEDINGS ARTICLE published in 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing

Authors: D. Erdogmus | J.C. Principe

Perturbation-Based Eigenvector Updates for On-Line Principal Components Analysis and Canonical Correlation Analysis

JOURNAL ARTICLE published November 2006 in The Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology

Authors: Anant Hegde | Jose C. Principe | Deniz Erdogmus | Umut Ozertem | Yadunandana N. Rao | Hemanth Peddaneni

Parzen particle filters

PROCEEDINGS ARTICLE published in 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing

Authors: T. Lehn-Schioler | D. Erdogmus | J.C. Principe

Adaptive Blind Deconvolution of Linear Channels Using Renyi's Entropy with Parzen Window Estimation

JOURNAL ARTICLE published June 2004 in IEEE Transactions on Signal Processing

Authors: D. Erdogmus | K.E. Hild | J.C. Principe | M. Lazaro | I. Santamaria

Tracking of multivariate time-variant systems based on on-line variable selection

PROCEEDINGS ARTICLE published in Proceedings of the 2004 14th IEEE Signal Processing Society Workshop Machine Learning for Signal Processing, 2004.

Authors: Y.N. Rao | D. Erdogmus | J.C. Principe

The Laplacian Classifier

JOURNAL ARTICLE published July 2007 in IEEE Transactions on Signal Processing

Authors: Robert Jenssen | Deniz Erdogmus | Jose C. Principe | Torbjrn Eltoft

A mutual information extension to the matched filter

JOURNAL ARTICLE published May 2005 in Signal Processing

Authors: Deniz Erdogmus | Rati Agrawal | Jose C. Principe

Accurate linear parameter estimation in colored noise

PROCEEDINGS ARTICLE published in 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing

Authors: Y.N. Rao | D. Erdogmus | J.C. Principe