Genetic algorithms in Java basics. ([2015])

• Record Type: Book
• Further Information: Note: Lee Jacobson, Burak Kanber.
• Authors: Jacobson, Lee; Kanber, Burak
• Contents: At a Glance; Contents; About the Authors; About the Technical Reviewers; Preface; Chapter 1: Introduction; What is Artificial Intelligence?; Biologically Analogies; History of Evolutionary Computation; The Advantage of Evolutionary Computation; Biological Evolution; An Example of Biological Evolution; Basic Terminology; Terms; Search Spaces; Fitness Landscapes; Local Optimums; Parameters; Mutation Rate; Population Size; Crossover Rate; Genetic Representations; Termination; The Search Process; CITATIONS; Chapter 2: Implementation of a Basic Genetic Algorithm. Pre-Implementation Pseudo Code for a Basic Genetic Algorithm; About the Code Examples in this Book; Basic Implementation; The Problem ; Parameters ; Initialization ; Evaluation ; Termination Check ; Crossover ; Roulette Wheel Selection; Crossover Methods; Crossover Pseudo Code; Crossover Implementation; Elitism ; Mutation ; Execution ; Summary ; Chapter 3: Robotic Controllers; Introduction; The Problem; Implementation; Before You Start; Encoding; Initialization; Evaluation; Termination Check; Selection Method and Crossover; Tournament Selection; Single Point Crossover. Execution Summary; Exercises; Chapter 4: Traveling Salesman; Introduction; The Problem; Implementation; Before You Start; Encoding; Initialization; Evaluation; Termination Check; Crossover; Mutation; Execution; Summary; Exercises; Chapter 5: Class Scheduling; Introduction; The Problem; Implementation; Before You Start; Encoding; Initialization; The Executive Class; Evaluation; Termination; Mutation; Execution; Analysis and Refinement; Exercises; Summary; Chapter 6: Optimization; Adaptive Genetic Algorithms; Implementation; Exercises; Multi-Heuristics. Implementation Exercises; Performance Improvements; Fitness Function Design; Parallel Processing; Fitness Value Hashing; Encoding; Mutation and Crossover Methods; Summary; Index.
• Publisher Details: New York, NY : Apress
• Publication Date: 2015
• Copyright Date: 2015
• Extent: 1 online resource, illustrations
• Subjects: 005.13/3; Computer science; Java (Computer program language); Computer algorithms; COMPUTERS -- Programming Languages -- Java; Computer algorithms; Java (Computer program language); Computers -- Intelligence (AI) & Semantics; Artificial intelligence; Artificial intelligence; Computers -- Programming Languages -- General; Programming & scripting languages: general; Electronic books
• Languages: English
• ISBNs: 9781484203286; 1484203283
• Related ISBNs: 9781484203293; 1484203291
• Notes: Note: Online resource; title from PDF title page (EBSCO, viewed December 10, 2015).
• 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.