Evolving Structured Programs with Hierarchical Instructions and Skip Nodes

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@InProceedings{salustowicz:1998:ICML,

• author = "Rafal Salustowicz and Juergen Schmidhuber",
• title = "Evolving Structured Programs with Hierarchical Instructions and Skip Nodes",
• booktitle = "Proceedings of the Fifteenth International Conference on Machine Learning, ICML'98",
• year = "1998",
• editor = "Jude Shavlik",
• pages = "488--496",
• address = "Madison, Wisconsin, USA",
• month = jul,
• publisher = "Morgan Kaufmann",
• keywords = "genetic algorithms, genetic programming, Probabilistic Incremental Program Evolution, Structured Programs, Hierarchical Programs, Non-Coding Segments",
• ISBN = "1-55860-556-8",
• URL = "ftp://ftp.idsia.ch/pub/juergen/ICML98_H-PIPE.ps.gz",
• URL = "http://citeseer.ist.psu.edu/salustowicz98evolving.html",
• size = "pages",
• abstract = "To evolve structured programs we introduce H-PIPE, a hierarchical extension of Probabilistic Incremental Program Evolution (PIPE - Salustowicz and Schmidhuber, 1997). Structure is induced by {"}hierarchical instructions{"} (HIs) limited to top-level, structuring program parts. {"}Skip nodes{"} (SNs) allow for switching program parts on and off. They facilitate synthesis of certain structured programs. In our experiments H-PIPE outperforms PIPE: structural bias can speed up program synthesis.",
• notes = "ICML'98 http://www.cs.wisc.edu/icml98/ See also \cite{Salustowicz:1998:hpipeTR}",

}

Genetic Programming entries for Rafal Salustowicz Jurgen Schmidhuber

Citations