New Book and Videotape on Genetic Programming
John Koza
koza at CS.Stanford.EDU
Sun Nov 15 19:43:15 EST 1992
BOOK AND VIDEOTAPE ON GENETIC PROGRAMMING
A new book and a one-hour videotape (in VHS NTSC, PAL, and SECAM
formats) on genetic programming are now available from the MIT
Press.
NEW BOOK...
GENETIC PROGRAMMING: ON THE PROGRAMMING OF COMPUTERS BY
MEANS OF NATURAL SELECTION
by John R. Koza, Stanford University
The recently developed genetic programming paradigm provides a
way to genetically breed a computer program to solve a wide variety
of problems. Genetic programming starts with a population of
randomly created computer programs and iteratively applies the
Darwinian reproduction operation and the genetic crossover (sexual
recombination) operation in order to breed better individual
programs. The book describes and illustrates genetic programming
with 81 examples from various fields.
840 pages. 270 Illustrations. ISBN 0-262-11170-5.
Contents...
1 Introduction and Overview
2 Pervasiveness of the Problem of Program Induction
3 Introduction to Genetic Algorithms
4 The Representation Problem for Genetic Algorithms
5 Overview of Genetic Programming
6 Detailed Description of Genetic Programming
7 Four Introductory Examples of Genetic Programming
8 Amount of Processing Required to Solve a Problem
9 Nonrandomness of Genetic Programming
10 Symbolic Regression - Error-Driven Evolution
11 Control - Cost-Driven Evolution
12 Evolution of Emergent Behavior
13 Evolution of Subsumption
14 Entropy-Driven Evolution
15 Evolution of Strategy
16 Co-Evolution
17 Evolution of Classification
18 Iteration, Recursion, and Setting
19 Evolution of Constrained Syntactic Structures
20 Evolution of Building Blocks
21 Evolution of Hierarchies of Building Blocks
22 Parallelization of Genetic Programming
23 Ruggedness of Genetic Programming
24 Extraneous Variables and Functions
25 Operational Issues
26 Review of Genetic Programming
27 Comparison with Other Paradigms
28 Spontaneous Emergence of Self-Replicating and Self-Improving
Computer Programs
29 Conclusions
Appendices contain simple software in Common LISP for
implementing experiments in genetic programming.
ONE-HOUR VIDEOTAPE...
GENETIC PROGRAMMING: THE MOVIE
by John R. Koza and James P. Rice, Stanford University
The one-hour videotape (in VHS NTSC, PAL, and SECAM formats)
provides a general introduction to genetic programming and a
visualization of actual computer runs for 22 of the problems
discussed in the book GENETIC PROGRAMMING: ON THE PROGRAMMING
OF COMPUTER BY MEANS OF NATURAL SELECTION. The problems
include symbolic regression, the intertwined spirals, the artificial
ant, the truck backer upper, broom balancing, wall following, box
moving, the discrete pursuer-evader game, the differential pursuer-
evader game, inverse kinematics for controlling a robot arm,
emergent collecting behavior, emergent central place foraging, the
integer randomizer, the one-dimensional cellular automaton
randomizer, the two-dimensional cellular automaton randomizer,
task prioritization (Pac Man), programmatic image compression,
solving numeric equations for a numeric root, optimization of lizard
foraging, Boolean function learning for the 11-multiplexer, co-
evolution of game-playing strategies, and hierarchical automatic
function definition as applied to learning the Boolean even-11-
parity function.
---------------------------ORDER FORM----------------------
PHONE: 800-326-4471 TOLL-FREE or 617-625-8569
MAIL: The MIT Press, 55 Hayward Street, Cambridge, MA 02142
FAX: 617-625-9080
Please send
____ copies of the book GENETIC PROGRAMMING: ON THE
PROGRAMMING OF COMPUTERS BY MEANS OF NATURAL SELECTION by
John R. Koza (KOZGII) (ISBN 0-262-11170-5) @ $55.00.
____ copies of the one-hour videotape GENETIC PROGRAMMING: THE
MOVIE by John R. Koza and James P. Rice in VHS NTSC format
(KOZGVV) (ISBN 0-262-61084-1) @$34.95
____ copies of the videotape in PAL format (KOZGPV) (ISBN 0-262-
61087-6) @$44.95
____ copies of the videotape in SECAM format (KOZGSV) (ISBN 0-
262-61088-4) @44.95.
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