Abstention Reduces Errors--decision Abstaining N-version Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{imamura:2002:gecco,
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author = "Kosuke Imamura and Robert B. Heckendorn and
Terence Soule and James A. Foster",
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title = "Abstention Reduces Errors--decision Abstaining
{N}-version Genetic Programming",
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booktitle = "GECCO 2002: Proceedings of the Genetic and
Evolutionary Computation Conference",
-
editor = "W. B. Langdon and E. Cant{\'u}-Paz and K. Mathias and
R. Roy and D. Davis and R. Poli and K. Balakrishnan and
V. Honavar and G. Rudolph and J. Wegener and
L. Bull and M. A. Potter and A. C. Schultz and J. F. Miller and
E. Burke and N. Jonoska",
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year = "2002",
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pages = "796--803",
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address = "New York",
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publisher_address = "San Francisco, CA 94104, USA",
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month = "9-13 " # jul,
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publisher = "Morgan Kaufmann Publishers",
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keywords = "genetic algorithms, genetic programming",
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ISBN = "1-55860-878-8",
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URL = "http://gpbib.cs.ucl.ac.uk/gecco2002/GP169.ps",
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URL = "http://gpbib.cs.ucl.ac.uk/gecco2002/GP169.pdf",
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URL = "http://www.cs.ucl.ac.uk/staff/W.Langdon/ftp/papers/gecco2002/gecco-2002-14.pdf",
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URL = "http://dl.acm.org/citation.cfm?id=646205.682481",
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acmid = "682481",
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abstract = "Optimal fault masking N-Version Genetic Programming
(NVGP) is a technique for building fault tolerant
software via ensemble of automatically generated
modules in such a way as to maximise their collective
fault masking ability. Decision Abstaining N-Version
Genetic Programming is NVGP that abstains from
decision-making, when there is no decisive vote among
the modules to make a decision. A special course of
action may be taken for an abstained instance. We found
that decision abstention contributed to error reduction
in our experimental Escherichia coli DNA promoter
sequence classification problem. Though decision
abstention may reduce errors, high abstention rate
makes the system of little use. This paper investigates
the trade-off between abstention rate and error
reduction.",
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notes = "GECCO-2002. A joint meeting of the eleventh
International Conference on Genetic Algorithms
(ICGA-2002) and the seventh Annual Genetic Programming
Conference (GP-2002)",
- }
Genetic Programming entries for
Kosuke Imamura
Robert B Heckendorn
Terence Soule
James A Foster
Citations