Wed, 20 Aug 2008 21:18:52 BST CiteULike: memming's cnel http://www.citeulike.org/user/memming/tag/cnel CiteULike.org en-gb Copyright © 2004-2008 citeulike.org http://www.citeulike.org/user/memming/article/2845487 <i>The Journal of VLSI Signal Processing, Vol. 45, No. 1-2. (November 2006), pp. 49-65.</i> Some Equivalences between Kernel Methods and Information Theoretic Methods Robert Jenssen Torbjorn Eltoft Deniz Erdogmus Jose Principe doi:10.1007/s11265-006-9771-8 The Journal of VLSI Signal Processing, Vol. 45, No. 1-2. (November 2006), pp. 49-65. 2008-05-29T17:46:48-00:00 2006 The Journal of VLSI Signal Processing 45 1-2 49 65 Springer cnel file-import-08-05-29 itl kernel http://www.citeulike.org/user/memming/article/1064954 <i>The Journal of VLSI Signal Processing, Vol. 45, No. 1-2. (November 2006), pp. 49-65.</i> Some Equivalences between Kernel Methods and Information Theoretic Methods Jenssen Robert Eltoft Torbjorn Erdogmus Deniz Principe Jose doi:10.1007/s11265-006-9771-8 The Journal of VLSI Signal Processing, Vol. 45, No. 1-2. (November 2006), pp. 49-65. 2007-01-24T10:54:51-00:00 2006 The Journal of VLSI Signal Processing 0922-5773 45 1-2 49 65 Springer cnel itl kernel http://www.citeulike.org/user/memming/article/2610969 <i>Neural Networks, Vol. 21, No. 2-3. ( 2008), pp. 222-231.</i><br /><br />We propose a novel similarity measure, called the correntropy coefficient, sensitive to higher order moments of the signal statistics based on a similarity function called the cross-correntopy. Cross-correntropy nonlinearly maps the original time series into a high-dimensional reproducing kernel Hilbert space (RKHS). The correntropy coefficient computes the cosine of the angle between the transformed vectors. Preliminary experiments with simulated data and multichannel electroencephalogram (EEG) signals during behaviour studies elucidate the performance of the new measure versus the well-established correlation coefficient. A new nonlinear similarity measure for multichannel signals Jian-Wu Xu Hovagim Bakardjian Andrzej Cichocki Jose Principe doi:10.1016/j.neunet.2007.12.039 Neural Networks, Vol. 21, No. 2-3. ( 2008), pp. 222-231. 2008-03-29T19:01:28-00:00 2008 Neural Networks 21 2-3 222 231 cnel correntropy eeg henon jianwu nonlinear principe similarity