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9783030069490

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The book addresses the subject of machine learning, with an emphasis on statistical learning theory. ... The book can be used in ML courses as well as for independent study, since it presents very thoroughly all the fundamental theoretical insights of SLT, together with examples and implementations in R. (Catalin Stoean, zbMATH 1408.68003, 2019)

“The book addresses the subject of machine learning, with an emphasis on statistical learning theory. … The book can be used in ML courses as well as for independent study, since it presents very thoroughly all the fundamental theoretical insights of SLT, together with examples and implementations in R.” (Catalin Stoean, zbMATH 1408.68003, 2019)

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riggerRodrigo Fernandes de Mello is Associate Professor with the Department of Computer Science, at the Institute of Mathematics and Computer Sciences, University of São Paulo, São Carlos, SP, Brazil. He obtained his PhD degree from the University of São Paulo. His research interests include the Statistical Learning Theory, Machine Learning, Data Streams, and Applications in Dynamical Systems concepts. He has published more than 100 papers including journals and conferences, supported and organized international conferences, besides serving as Editor of International Journals. Moacir Antonelli Ponti is Associate Professor with the Department of Computer Science, at the Institute of Mathematics and Computer Sciences, University of São Paulo, São Carlos, Brazil, and was visiting researcher at the Centre for Vision, Speech and Signal Processing (CVSSP), University of Surrey. He obtained his PhD from the Federal University of São Carlos. His research interests include Pattern Recognition and Computer Vision, as well as Signal, Image and Video Processing.

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