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Neural–Based Orthogonal Data Fitting: The EXIN Neural Networks (Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control) - Hardcover

 
9780471322702: Neural–Based Orthogonal Data Fitting: The EXIN Neural Networks (Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control)

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Written by two leaders in the field of neural based algorithms, Neural Based Orthogonal Data Fitting proposes several neural networks, all endowed with a complete theory which not only explains their behavior, but also compares them with the existing neural and traditional algorithms. The algorithms are studied from different points of view, including: as a differential geometry problem, as a dynamic problem, as a stochastic problem, and as a numerical problem. All algorithms have also been analyzed on real time problems (large dimensional data matrices) and have shown accurate solutions. Where most books on the subject are dedicated to PCA (principal component analysis) and consider MCA (minor component analysis) as simply a consequence, this is the fist book to start from the MCA problem and arrive at important conclusions about the PCA problem.

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Über die Autorin bzw. den Autor

GIANSALVO CIRRINCIONE, PD, is an assistant professor at the University of Picardie-Jules Verne, Amiens, France. His current research interests are neural networks, data analysis, computer vision, intelligent control, applied mathematics, brain models, and system identification. E-mail address: exin@u-picardie.fr MAURIZIO CIRRINCIONE, PD, is a full professor of control and signal processing at the University of Technology of Belfort-Montbeliard, France. His current research interests are neural networks, modeling and control, system identification, data analysis, intelligent control, and electrical machines and drives. E-mail address: maurizio.cirrincione@utbm.fr

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Cirrincione, Giansalvo, Cirrincione, Maurizio
Verlag: Wiley, 2010
ISBN 10: 0471322709 ISBN 13: 9780471322702
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