- author = "P. A. Whigham and J. Keukelaar",
- title = "Evolving Structure-Optimising Content",
- booktitle = "Proceedings of the 2001 Congress on Evolutionary Computation CEC2001",
- year = "2001",
- pages = "1228--1235",
- address = "COEX, World Trade Center, 159 Samseong-dong, Gangnam-gu, Seoul, Korea",
- publisher_address = "445 Hoes Lane, P.O. Box 1331, Piscataway, NJ 08855-1331, USA",
- month = "27-30 " # may,
- organisation = "IEEE Neural Network Council (NNC), Evolutionary Programming Society (EPS), Institution of Electrical Engineers (IEE)",
- publisher = "IEEE Press",
- keywords = "genetic algorithms, genetic programming, grammar",
- ISBN = "0-7803-6658-1",
-
URL = "
http://divcom.otago.ac.nz/sirc/Peterw/Publications/cec2001.pdf",
-
DOI = "
doi:10.1109/CEC.2001.934331",
- abstract = "This paper describes the initial results of a new form of evolutionary system specifically designed for time series modelling. The system combines a grammatically based Genetic Programming system with various optimisation techniques. The system uses the evolutionary system to construct the structure of equations and optimisation techniques to essentially fill in the details. Three forms of optimisation are described: optimisation of constants in an equation; the optimisation of both the constants and variables in an equation; and the use of a hill climbing mutation to further tune the evolved and optimised equations. Preliminary results indicate that this combination of techniques produces significant improvements in convergence based on the training data, and produces equivalent generalisation on unseen data, for a given number of population member evaluations.",
-
notes = "CEC-2001 - A joint meeting of the IEEE, Evolutionary
Programming Society, Galesia, and the IEE.
IEEE Catalog Number = 01TH8546C,
Library of Congress Number = .
TSOGP hybrid context-free grammar GP with... Powell, simplex. variable arity tree nodes. Evaluation tree speedup via terminal links. Lake Kasumigaura (Japan) water quality.",
