Inference Of Differential Equation Models By Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.7975
- @InProceedings{iba:2002:gecco,
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author = "Hitoshi Iba and Erina Sakamoto",
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title = "Inference Of Differential Equation Models By Genetic
Programming",
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booktitle = "GECCO 2002: Proceedings of the Genetic and
Evolutionary Computation Conference",
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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 = "788--795",
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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,
bioinformatics, differential equation, E-cell, genome
informatics, Lotka-Volterra model, S-systems",
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ISBN = "1-55860-878-8",
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URL = "http://gpbib.cs.ucl.ac.uk/gecco2002/GP042.ps",
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URL = "http://gpbib.cs.ucl.ac.uk/gecco2002/GP042.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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abstract = "An evolutionary method for identifying a causal model
from the observed time series data. We use a system of
ordinary differential equations (ODEs) as the causal
model. This approach is well known to be useful for the
practical application, e.g., bioinformatics, chemical
reaction models, controlling theory etc. To explore the
search space more effectively in the course of
evolution, the right-hand sides of ODEs are inferred by
Genetic Programming (GP) and the least mean square
(LMS) method is used along with the ordinary GP. We
apply our method to several target tasks and
empirically show how successfully GP infers the systems
of ODEs.",
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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
Hitoshi Iba
Erina Sakamoto
Citations