Higher-order functions in aesthetic EC encodings

Higher-order functions in aesthetic EC encodings

The use of higher-order functions, as a method of abstraction and re-use in EC encodings, has been the subject of relatively little research. In this paper we introduce and give motivation for the ideas of higher-order functions, and describe their general advantages in EC encodings. We implement gr...

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Hauptverfasser: McDermott, James, Byrne, Jonathan, Swafford, John Mark, O'Neill, Michael, Brabazon, Anthony
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Sprache:eng
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Automatic programming
Compounds
Context
Encoding
Grammar
Three dimensional displays
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Byrne, Jonathan
Swafford, John Mark
O'Neill, Michael
Brabazon, Anthony
description The use of higher-order functions, as a method of abstraction and re-use in EC encodings, has been the subject of relatively little research. In this paper we introduce and give motivation for the ideas of higher-order functions, and describe their general advantages in EC encodings. We implement grammars using higher-order ideas for two problem domains, music and 3D architectural design, and use these grammars in the grammatical evolution paradigm. We demonstrate four advantages of higher-order functions (patterning of phenotypes, non-entropic mutations, compression of genotypes, and natural expression of artistic knowledge) which lead to beneficial results on our problems.
doi_str_mv 10.1109/CEC.2010.5586077
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subjects Automatic programming
Compounds
Context
Encoding
Grammar
Three dimensional displays
title Higher-order functions in aesthetic EC encodings
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