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Abstract: The use of bias with automated learning systems has become an important area of research. The use of bias with evolutionary techniques of learning has been shown to have advantages when complex structures are evolved. This is especially true when the semantics of the evolving population of structures is not explicitly represented or analysed during the evolution. This paper describes a framework which brings together two types of bias, namely search bias (the way new structures are... (Update)
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BibTeX entry: (Update)
@inproceedings{ whigham96search,
author = "P. A. Whigham",
title = "Search Bias, Language Bias, and Genetic Programming",
booktitle = "Genetic Programming 1996: Proceedings of the First Annual Conference",
month = "28--31",
publisher = "MIT Press",
address = "Stanford University, CA, USA",
editor = "John R. Koza and David E. Goldberg and David B. Fogel and Rick L. Riolo",
pages = "230--237",
year = "1996",
url = "citeseer.ist.psu.edu/whigham96search.html" }
Citations (may not include all citations):1053 Genetic Programming:on the programming of computers by means.. (context) - Koza - 1992
537 A theory of the learnable (context) - Valiant - 1984
492 Learning logical definitions from relations (context) - Quinlan - 1990
392 A theory and methodology of inductive learning (context) - Michalski - 1984
125 No free lunch theorems for search - Wolpert, Macready - 1996
117 The utility of knowledge in inductive learning - Pazzani, Kibler - 1992
48 Learning by experimentation: Acquiring and refining problem-.. (context) - Mitchell, Utgoff et al. - 1984
45 Grammatically biased learning: Learning logic programs using.. (context) - Cohen - 1993
31 Machine Learning of Inductive Bias (context) - Utgoff - 1986
27 Grammatically-based genetic programming - Whigham
22 The role of heuristics in learning by discovery: Three case .. (context) - Lenat - 1984
14 On using syntactic constraints with genetic programming (context) - Gruau - 1996
14 Inductive bias and genetic programming - Whigham
13 Production genetic algorithms for automated hardware design .. (context) - Mizoguchi, Hemmi et al. - 1994
7 Applying logic grammars to induce subfunctions in genetic pr.. (context) - Wong, Leung - 1995
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Grammatically-based Genetic Programming - Whigham (1995) (Correct)
Inductive Bias and Genetic Programming - Whigham (1995) (Correct)
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