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Abstract: This paper demonstrates the correctness of John Holland's expectation that the genetic algorithm would have "applications to ... artificial intelligence" by showing examples of the automatic creation of human-competitive computer programs from a high-level statement of a problem's requirements. The paper argues that the field of design is a useful testbed for determining whether an automated technique can produce results that are competitive with human-produced results and then... (Update)
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BibTeX entry: (Update)
@inproceedings{ koza99humancompetitive,
author = "John R. Koza",
title = "Human-Competitive Machine Intelligence by Means of Genetic Algorithms",
booktitle = "Festschrift in honor of John H. Holland",
month = "15 - 18",
address = "Ann Arbor, MI: Center for the Study of Complex Systems",
editor = "Lashon Booker and Stephanie Forrest and Melanie Mitchell and Rick Riolo",
pages = "15--22",
year = "1999",
url = "citeseer.ist.psu.edu/262782.html" }
Citations (may not include all citations):1053 Genetic Programming: On the Programming of Computers by Mean.. (context) - John - 1992
298 Genetic Programming II: Automatic Discovery of Reusable Prog.. (context) - John
295 Some studies in machine learning using the game of checkers (context) - Arthur - 1959
135 Advances in Genetic Programming (context) - Kenneth, Jr - 1994
89 Genetic Programming -- An Introduction (context) - Wolfgang, Peter et al. - 1998
62 Genetic Programming: The Movie (context) - John, Rice - 1992
61 Advances in Genetic Programming (context) - Peter, Kinnear et al. - 1996
46 Genetic Programming III: Darwinian Invention and Problem Sol.. (context) - John, Bennett et al. - 1999
44 Genetic Programming II Videotape: The Next Generation (context) - John
28 Automated synthesis of analog electrical circuits by means o.. - John, Bennett et al. - 1997
25 Genetic Programming 1996: Proceedings of the First Annual Co.. (context) - John, Goldberg et al. - 1996
22 Genetic Programming 1997: Proceedings of the Second Annual C.. (context) - John, Deb et al. - 1997
18 Genetic Programming and Data Structures: Genetic Programming.. (context) - Langdon - 1998
15 Trends in current analog design: A panel debate (context) - Aaserud, Nielsen - 1995
10 Advances in Genetic Programming (context) - Lee, William et al. - 1999
8 Genetic Programming 1998: Proceedings of the Third Annual Co.. (context) - John, Banzhaf et al. - 1998
8 AI: Where it has been and where it is going (context) - Arthur - 1983
7 Genetic Programming: First European Workshop (context) - Wolfgang, Riccardo et al. - 1998
6 Electric Wave Filter (context) - George - 1917
6 Inventing the negative feedback amplifier (context) - Harold - 1977
5 Electric Wave Filter (context) - Wilhelm - 1935
5 Artificial Network (context) - Wilhelm - 1934
5 Wave Filter (context) - Otto - 1925
5 Unsymmetrical Electric Wave Filter (context) - Wilhelm - 1936
4 Analog Filter Design (context) - Valkenburg - 1982
4 Genetic Programming III Videotape: Human-Competitive Machine.. (context) - John, Bennett et al. - 1999
4 Genetic Programming: Second European Workshop - Riccardo, Peter et al. - 1999
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