A Grid-based Ant Colony System for Automatic Program Synthesis
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- @InProceedings{rojas:2004:lbp,
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author = "Sergio A. Rojas and Peter J. Bentley",
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title = "A Grid-based Ant Colony System for Automatic Program
Synthesis",
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booktitle = "Late Breaking Papers at the 2004 Genetic and
Evolutionary Computation Conference",
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year = "2004",
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editor = "Maarten Keijzer",
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address = "Seattle, Washington, USA",
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month = "26 " # jul,
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keywords = "genetic algorithms, genetic programming, ACO",
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URL = "http://gpbib.cs.ucl.ac.uk/gecco2004/LBP047.pdf",
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abstract = "The Ant Colony Metaheuristic was originally proposed
for tackling optimization problems. More recent
research has suggested that it can be applied for
automatic generation of programs. By allowing the
artificial ants to visit functions and terminals nodes,
they become able to build pheromone trails that
represent computer programs for optimising a fitness
domain-specific function. In this paper a novel
approach is addressed using a grid architecture as a
more suitable discrete world to be explored by the
ants. The resulting system was applied to automatically
produce programs to solve Boolean functions.",
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notes = "Part of \cite{keijzer:2004:GECCO:lbp}",
- }
Genetic Programming entries for
Sergio Andres Rojas
Peter J Bentley
Citations