- author = "Moshe Looks and Ben Goertzel and Cassio Pennachin",
- title = "Learning Computer Programs with the {Bayesian} Optimization Algorithm",
- booktitle = "{GECCO 2005}: Proceedings of the 2005 conference on Genetic and evolutionary computation",
- year = "2005",
- editor = "Hans-Georg Beyer and Una-May O'Reilly and Dirk V. Arnold and Wolfgang Banzhaf and Christian Blum and Eric W. Bonabeau and Erick Cantu-Paz and Dipankar Dasgupta and Kalyanmoy Deb and James A. Foster and Edwin D. {de Jong} and Hod Lipson and Xavier Llora and Spiros Mancoridis and Martin Pelikan and Guenther R. Raidl and Terence Soule and Andy M. Tyrrell and Jean-Paul Watson and Eckart Zitzler",
- volume = "1",
- ISBN = "1-59593-010-8",
- pages = "747--748",
- address = "Washington DC, USA",
- publisher = "ACM Press",
- publisher_address = "New York, NY, 10286-1405, USA",
- month = "25-29 " # jun,
- organisation = "ACM SIGEVO (formerly ISGEC)",
- keywords = "genetic algorithms, genetic programming, BOA, Estimation of Distribution Algorithms, Poster, design, empirical study, representations",
-
URL = "
http://gpbib.cs.ucl.ac.uk/gecco2005/docs/p747.pdf",
-
DOI = "
doi:10.1145/1068009.1068134",
- size = "2 pages",
- abstract = "We describe an extension of the Bayesian Optimisation Algorithm (BOA), a probabilistic model building genetic algorithm, to the domain of program tree evolution. The new system, BOA programming (BOAP), improves significantly on previous probabilistic model building genetic programming (PMBGP) systems in terms of the articulacy and open-ended flexibility of the models learnt, and hence control over the distribution of instances generated. Innovations include a novel tree representation and a generalised program evaluation scheme.",
-
notes = "Sunspot time series perdiction.
GECCO-2005 A joint meeting of the fourteenth international conference on genetic algorithms (ICGA-2005) and the tenth annual genetic programming conference (GP-2005).
ACM Order Number 910052",
