iBOA: The Incremental Bayesian Optimization Algorithm

Details iBOA: The Incremental Bayesian Optimization Algorithm iBOA: The Incremental Bayesian Optimization Algorithm

2008-01-21

arxiv.org/abs/0801.3113v1

Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2008), ACM Press, 455-462

Computer Science

Neural and Evolutionary Computing

Also available at the MEDAL web site, http://medal.cs.umsl.edu/

Scientific paper

This paper proposes the incremental Bayesian optimization algorithm (iBOA), which modifies standard BOA by removing the population of solutions and using incremental updates of the Bayesian network. iBOA is shown to be able to learn and exploit unrestricted Bayesian networks using incremental techniques for updating both the structure as well as the parameters of the probabilistic model. This represents an important step toward the design of competent incremental estimation of distribution algorithms that can solve difficult nearly decomposable problems scalably and reliably.

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