Linear Genetic Programming

• Κύριοι συγγραφείς: Brameier, Markus F. (Συγγραφέας), Banzhaf, Wolfgang (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Boston, MA : Springer US, 2007.
• Σειρά: Genetic and Evolutionary Computation,
• Θέματα: Computer science.; Computers.; Artificial intelligence.; Computer Science.; Artificial Intelligence (incl. Robotics).; Theory of Computation.; Computing Methodologies.

Linear Genetic Programming examines the evolution of imperative computer programs written as linear sequences of instructions. In contrast to functional expressions or syntax trees used in traditional Genetic Programming (GP), Linear Genetic Programming (LGP) employs a linear program structure as ge...

Πίνακας περιεχομένων:

• Fundamental Analysis
• Basic Concepts of Linear Genetic Programming
• Characteristics of the Linear Representation
• A Comparison with Neural Networks
• Method Design
• Linear Genetic Operators I — Segment Variations
• Linear Genetic Operators II — Instruction Mutations
• Analysis of Control Parameters
• A Comparison with Tree-Based Genetic Programming
• Advanced Techniques and Phenomena
• Control of Diversity and Variation Step Size
• Code Growth and Neutral Variations
• Evolution of Program Teams
• Epilogue.