Evolutionary computation 1 : basic algorithms and operators /: basic algorithms and operators. (2018)

• Record Type: Book
• Further Information: Note: Edited by Thomas Baeck, D.B Fogel, Z. Michalewicz.
• Editors: Baeck, Thomas; Fogel, D. B; Michalewicz, Zbigniew
• Contents: WHY EVOLUTIONARY COMPUTATION?; Introduction to evolutionary computation; Possible applications of evolutionary computation; Advantages (and disadvantages) of evolutionary computation over other approaches; ; EVOLUTIONARY COMPUTATION: THE BACKGROUND; Principles of evolutionary processes; Principles of genetics; A history of evolutionary computation; ; EVOLUTIONARY ALGORITHMS AND THEIR STANDARD INSTANCES; Introduction to evolutionary algorithms; Genetic algorithms; Evolution strategies; Evolutionary programming; Derivative methods in genetic programming; Learning classifier systems; Hybrid methods; ; REPRESENTATIONS; Introduction to representations; Binary strings; Real-valued vectors; Permutations; Finite-state representations; Parse trees; Guidelines for a suitable encoding; Other representations; ; SELECTION; Introduction to selection; Proportionary selection and sampling algorithms; Tournament selection; Rank-based selection; Boltzmann selection; Other selection methods; Generation gap methods; A comparison of selection mechanisms; Interactive evolution; ; SEARCH OPERATORS; Introduction to search operators; Mutation operators; Recombination; Other operators; ; INDEX
• Edition: 1st
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2018
• Extent: 1 online resource
• Subjects: 006.3; Evolutionary computation
• Languages: English
• ISBNs: 9781351989428
• Related ISBNs: 9781482268713; 9781466523302; 9781315274638
• Notes: Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.