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This book provides a comprehensive, interdisciplinary introduction to kernel‑based learning methods (such as SVM, kernel PCA/ICA, kernel k‑means, kernel ARMA) and their real-world applications in bioengineering, signal processing, communications, and image processing. It includes theoretical foundations and practical chapters on tasks such as computational biology, time-series prediction, speech recognition, image denoising and coding, classification and segmentation, system identification, and hyperspectral image analysis.
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Publisher: Idea Group Pub
Publishing Year: 2006
ISBN: 9781599040424
Pages: 415