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Interactive Evolutionary Computation in Music

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Summary:This paper presents a simple approach for implementing Interactive Evolutionary Computation (IEC) - a paradigm in which humans directly intervene in fitness evaluation - in the field of musical melody generation. Music is an art and, as all kinds of art, it involves creativity. However, creativity is still a human capability. A Genetic Algorithm (GA) based application has been developed and tested. The initial population was generated according to Zipf’s Law. Simple melodies, obtained in a few iterations, can be quickly transformed into complete and interesting songs.
Main Authors:Marques, Viriato M.
Other Authors:Reis, Cecília; Tenreiro Machado, J. A.
Subject:Interactive evolutionary computation Genetic algorithms Music melody generation
Year:2010
Country:Portugal
Document type:conference output
Access type:restricted access
Associated institution:Instituto Politécnico do Porto
Language:English
Origin:Repositório Científico do Instituto Politécnico do Porto
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author Marques, Viriato M.
author2 Reis, Cecília
Tenreiro Machado, J. A.
author2_role author
author
author_facet Marques, Viriato M.
Reis, Cecília
Tenreiro Machado, J. A.
author_role author
contributor_name_str_mv REPOSITÓRIO P.PORTO
country_str PT
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datacite.contributors.contributor.contributorName.fl_str_mv REPOSITÓRIO P.PORTO
datacite.creators.creator.creatorName.fl_str_mv Marques, Viriato M.
Reis, Cecília
Tenreiro Machado, J. A.
datacite.date.Accepted.fl_str_mv 2010-10-01T00:00:00Z
datacite.date.available.fl_str_mv 2110-01-01T00:00:00Z
datacite.date.embargoed.fl_str_mv 2110-01-01T00:00:00Z
datacite.rights.fl_str_mv http://purl.org/coar/access_right/c_16ec
datacite.subjects.subject.fl_str_mv Interactive evolutionary computation
Genetic algorithms
Music melody generation
datacite.titles.title.fl_str_mv Interactive Evolutionary Computation in Music
dc.contributor.none.fl_str_mv REPOSITÓRIO P.PORTO
dc.creator.none.fl_str_mv Marques, Viriato M.
Reis, Cecília
Tenreiro Machado, J. A.
dc.date.Accepted.fl_str_mv 2010-10-01T00:00:00Z
dc.date.available.fl_str_mv 2110-01-01T00:00:00Z
dc.date.embargoed.fl_str_mv 2110-01-01T00:00:00Z
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv http://hdl.handle.net/10400.22/13612
dc.language.none.fl_str_mv eng
dc.publisher.none.fl_str_mv Institute of Electrical and Electronics Engineers
dc.rights.none.fl_str_mv http://purl.org/coar/access_right/c_16ec
dc.subject.none.fl_str_mv Interactive evolutionary computation
Genetic algorithms
Music melody generation
dc.title.fl_str_mv Interactive Evolutionary Computation in Music
dc.type.none.fl_str_mv http://purl.org/coar/resource_type/c_c94f
description This paper presents a simple approach for implementing Interactive Evolutionary Computation (IEC) - a paradigm in which humans directly intervene in fitness evaluation - in the field of musical melody generation. Music is an art and, as all kinds of art, it involves creativity. However, creativity is still a human capability. A Genetic Algorithm (GA) based application has been developed and tested. The initial population was generated according to Zipf’s Law. Simple melodies, obtained in a few iterations, can be quickly transformed into complete and interesting songs.
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person_str_mv Marques, Viriato M.
Reis, Cecília
Reis, Cecília
http://orcid.org/0000-0001-6131-4677
0000-0001-6131-4677
Tenreiro Machado, J. A.
Tenreiro Machado, J. A.
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publishDate 2010
publisher.none.fl_str_mv Institute of Electrical and Electronics Engineers
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spelling engInstitute of Electrical and Electronics Engineerspt_PTThis paper presents a simple approach for implementing Interactive Evolutionary Computation (IEC) - a paradigm in which humans directly intervene in fitness evaluation - in the field of musical melody generation. Music is an art and, as all kinds of art, it involves creativity. However, creativity is still a human capability. A Genetic Algorithm (GA) based application has been developed and tested. The initial population was generated according to Zipf’s Law. Simple melodies, obtained in a few iterations, can be quickly transformed into complete and interesting songs.application/pdfpt_PTInteractive Evolutionary Computation in MusicMarques, Viriato M.PersonalReis, CecíliaDSpacehttp://dspace.org/items/8128af5d-07d3-4b24-944d-30fde21ae59bDSpacehttp://dspace.org/items/8128af5d-07d3-4b24-944d-30fde21ae59bReisCecíliaORCIDhttp://orcid.org0000-0001-6131-4677PersonalTenreiro Machado, J. A.DSpacehttp://dspace.org/items/82cd5c17-07b6-492b-b3e3-ecebdad1254fDSpacehttp://dspace.org/items/82cd5c17-07b6-492b-b3e3-ecebdad1254fTenreiro MachadoJ. A.Ciência IDhttps://www.ciencia-id.pt7A18-4935-5B29ORCIDhttp://orcid.org0000-0003-4274-4879Researcher IDhttps://www.researcherid.comM-2173-2013Scopus Author IDhttps://www.scopus.com55989030100HostingInstitutionOrganizationalREPOSITÓRIO P.PORTOe-mailmailto:recipp@sc.ipp.ptrecipp@sc.ipp.ptDOIIsPartOf10.1109/ICSMC.2010.56424172010-102110-01-01T00:00:00Z2010-10-01T00:00:00ZHandlehttp://hdl.handle.net/10400.22/13612http://purl.org/coar/access_right/c_16ecrestricted accessInteractive evolutionary computationGenetic algorithmsMusic melody generation1738907 bytesother research producthttp://purl.org/coar/resource_type/c_c94fconference objecthttp://purl.org/coar/access_right/c_16ecapplication/pdffulltexthttps://recipp.ipp.pt/bitstreams/b7ecf575-0ad4-4bce-b427-d68243a1482d/downloadSMC 201035013507Istanbul, Turkey
spellingShingle Interactive Evolutionary Computation in Music
Marques, Viriato M.
Interactive evolutionary computation
Genetic algorithms
Music melody generation
status SINGLETON
subject.fl_str_mv Interactive evolutionary computation
Genetic algorithms
Music melody generation
title Interactive Evolutionary Computation in Music
title_full Interactive Evolutionary Computation in Music
title_fullStr Interactive Evolutionary Computation in Music
title_full_unstemmed Interactive Evolutionary Computation in Music
title_short Interactive Evolutionary Computation in Music
title_sort Interactive Evolutionary Computation in Music
topic Interactive evolutionary computation
Genetic algorithms
Music melody generation
topic_facet Interactive evolutionary computation
Genetic algorithms
Music melody generation
url http://hdl.handle.net/10400.22/13612
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