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Lectures on Intelligent Systems

Produktform: Buch / Einband - flex.(Paperback)

The book consists of two parts: computational intelligence methods for optimization, and machine learning. Part I begins with the concept of optimization, and introduces local search algorithms, genetic algorithms, and particle swarm optimization. Part II begins with an introduction to machine learning and covers several methods, many of which can be used as supervised learning algorithms, such as decision tree learning, artificial neural networks, genetic programming, Bayesian learning, support vector machines, and ensemble methods, plus a discussion of unsupervised learning. This textbook is written in a self-contained style, suitable for undergraduate or graduate students in computer science and engineering, and for self-study by researchers and practitioners. weiterlesen

Dieser Artikel gehört zu den folgenden Serien

Sprache(n): Englisch

ISBN: 978-3-031-17924-2 / 978-3031179242 / 9783031179242

Verlag: Springer International Publishing

Erscheinungsdatum: 14.01.2024

Seiten: 349

Auflage: 1

Autor(en): Leonardo Vanneschi, Sara Silva

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