Genetic Programming with Adaptive Representations
Created by W.Langdon from
gp-bibliography.bib Revision:1.8051
- @TechReport{Rosca94,
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author = "Justinian P. Rosca and Dana H. Ballard",
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title = "Genetic Programming with Adaptive Representations",
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institution = "University of Rochester, Computer Science Department",
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address = "Rochester, NY, USA",
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number = "TR 489",
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month = feb,
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year = "1994",
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keywords = "genetic algorithms, genetic programming, learning,
adaptive representation",
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URL = "ftp://ftp.cs.rochester.edu/pub/papers/robotics/94.tr489.Genetic_programming_with_adaptive_representations.ps.Z",
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abstract = "Machine learning aims towards the acquisition of
knowledge based on either experience from the
interaction with the external environment or by
analyzing the internal problem-solving traces. Both
approaches can be implemented in the Genetic
Programming (GP) paradigm. \cite{Hillis90} proves in an
ingenious way how the first approach can work. There
have not been any significant tests to prove that GP
can take advantage of its own search traces. This paper
presents an approach to automatic discovery of
functions in GP based on the ideas of discovery of
useful building blocks by analyzing the evolution
trace, generalizing of blocks to define new functions
and finally adapting of the problem representation
on-the-fly. Adaptation of the representation determines
a hierarchical organization of the extended function
set which enables a restructuring of the search space
so that solutions can be found more easily. Complexity
measures of solution trees are defined for an adaptive
representation framework and empirical results are
presented.",
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notes = "Jan 1995, Our printer barfed on
ftp://ftp.cs.rochester.edu /pub/papers/robotics/
94.tr489.Genetic_programming_with_adaptive_representations.ps.Z
file at page 23 figure 13.
Thu, 16 Feb 95 TR489 can be found in the same ftp
directory (pub/u/rosca/gp) under the name
94.tr489.ps.Z
A shorter version can be found in
\cite{Rosca:1994:larGP}",
- }
Genetic Programming entries for
Justinian Rosca
Dana H Ballard
Citations