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Lectures on Intelligent Systems

Name: Lectures on Intelligent Systems
Brand: Springer, Berlin
SKU: 41438440
Price: 70.31 EUR
Availability: InStock
Author: Leonardo Vanneschi
ISBN: 9783031179211

Leonardo Vanneschi

Sara Silva

Language

English

Book Hardback

Libristo code: 41438440

Publishers Springer, Berlin, November 2022

This textbook provides the reader with an essential understanding of computational methods for intel... Full description

Libristo code: 41438440

171 b

70.31 €

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This textbook provides the reader with an essential understanding of computational methods for intelligent systems. These are defined as systems that can solve problems autonomously, in particular problems where algorithmic solutions are inconceivable for humans or not practically executable by computers. Despite the rapidly growing applications in this field, the book avoids application details, instead it focuses on computational methods that equip the reader with the methodological tools and competencies necessary to tackle current and future complex applications. 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, ensemble methods, plus a discussion of unsupervised learning.