Description: Nature-Inspired Computation and Swarm Intelligence : Algorithms, Theory and Applications, Paperback by Yang, Xin-She (EDT), ISBN 0128197145, ISBN-13 9780128197141, Brand New, Free P&P in the UK Nature-inspired computation and swarm intelligence have become popular and effective tools for solving problems in optimization, computational intelligence, soft computing and data science. Recently, the literature in the field has expanded rapidly, with new algorithms and applications emerging. Nature-Inspired Computation and Swarm Intelligence: Algorithms, Theory and Applications is a timely reference giving a comprehensive review of relevant state-of-the-art developments in algorithms, theory and applications of nature-inspired algorithms and swarm intelligence. It reviews and documents the new developments, focusing on nature-inspired algorithms and their theoretical analysis, as well as providing a guide to their implementation. Th includes case studies of diverse real-world applications, balancing explanation of the theory with practical implementation. Nature-Inspired Computation and Swarm Intelligence: Algorithms, Theory and Applications is suitable for researchers and graduate students in computer science, engineering, data science, and management science, who want a comprehensive review of algorithms, theory and implementation within the fields of nature inspired computation and swarm intelligence. Introduces nature-inspired algorithms and their fundamentals, including: particle swarm optimization, bat algorithm, cuckoo search, firefly algorithm, flower pollination algorithm, differential evolution and genetic algorithms as well as multi-objective optimization algorithms and others Provides a theoretical foundation and analyses of algorithms, including: statistical theory and Markov chain theory on the convergence and stability of algorithms, dynamical system theory, benchmarking of optimization, no-free-lunch theorems, and a generalized mathematical framework Includes a diversity of case studies of real-world applications: feature selection, clustering and classification, tuning of restricted Boltzmann machines, travelling salesman problem, classification of white blood cells, music generation by artificial intelligence, swarm robots, neural networks, engineering designs and others
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Book Title: Nature-Inspired Computation and Swarm Intelligence : Algorithms,
Subject Area: Data Analysis
Item Height: 235 mm
Item Width: 191 mm
Author: Xin-She Yang
Publication Name: Nature-Inspired Computation and Swarm Intelligence: Algorithms, Theory and Applications
Format: Paperback
Language: English
Publisher: Elsevier Science Publishing Co INC International Concepts
Subject: Computer Science
Publication Year: 2020
Type: Textbook
Item Weight: 920 g
Number of Pages: 442 Pages
