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Introduction to Pattern Recognition: A Matlab Approach is an accompanying manual to Theodoridis/Koutroumbas' Pattern Recognition. It includes Matlab code of the most common methods and algorithms in the book, together with a descriptive summary and solved examples, and including real-life data sets in imaging and audio recognition. This text is designed for electronic engineering, computer science, computer engineering, biomedical engineering and applied mathematics students taking graduate courses on pattern recognition and machine learning as well as R&D engineers and university researchers in image and signal processing/analyisis, and computer vision.
This book considers classical and current theory and practice, of supervised, unsupervised and semi-supervised pattern recognition, to build a complete background for professionals and students of engineering. The authors, leading experts in the field of pattern recognition, have provided an up-to-date, self-contained volume encapsulating this wide spectrum of information. The very latest methods are incorporated in this edition: semi-supervised learning, combining clustering algorithms, and relevance feedback. . Thoroughly developed to include many more worked examples to give greater understanding of the various methods and techniques . Many more diagrams included--now in two color--to provide greater insight through visual presentation . Matlab code of the most common methods are given at the end of each chapter. . More Matlab code is available, together with an accompanying manual, via this site . Latest hot topics included to further the reference value of the text including non-linear dimensionality reduction techniques, relevance feedback, semi-supervised learning, spectral clustering, combining clustering algorithms. . An accompanying book with Matlab code of the most common
methods and algorithms in the book, together with a descriptive
summary, and solved examples including real-life data sets in
imaging, and audio recognition. The companion book will be
available separately or at a special packaged price (ISBN:
9780123744869).
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