Mathematical Analysis For Machine Learning And Data Mining

Dan A Simovici

ISBN 10: 9813229683 ISBN 13: 9789813229686

Editore: World Scientific Publishing Co Pte Ltd, 2018

Lingua: Inglese

Condizione: Usato - Buono Rilegato

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Titolo

Mathematical Analysis For Machine Learning And Data Mining

Editore

World Scientific Publishing Co Pte Ltd

Data di pubblicazione

2018

Lingua

Inglese

ISBN 10

9813229683

ISBN 13

9789813229686

Rilegatura

HRD

Condizione

Used - Good

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Riassunto

Simovici introduces mathematical analysis for machine learning and data mining to computer science students who have completed the standard sequence of calculus, linear algebra, and discrete mathematics. He covers set-theory and algebra preliminaries, topology, measure and integration, functional analysis and convexity, and applications. His topics are linear spaces, the algebra of convex sets, topology, metric space topologies, topological linear spaces, measurable spaces and measures, integration, Banach spaces, the differentiability of functions defined on normed spaces, Hilbert spaces, convex functions, optimization, iterative algorithms, neural networks, regression, and support vector machines. Annotation �2018 Ringgold, Inc., Portland, OR (protoview.com)

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