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A study of direct and indirect encoding in phenotype-genotype relationships

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dc.title A study of direct and indirect encoding in phenotype-genotype relationships en
dc.contributor.author Meli, Clyde
dc.contributor.author Nezval, Vítězslav
dc.contributor.author Komínková Oplatková, Zuzana
dc.contributor.author Buttigieg, Victor
dc.contributor.author Staines, Anthony Spiteri
dc.relation.ispartof Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
dc.identifier.issn 0302-9743 Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.issn 1611-3349 Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.isbn 978-3-03-087896-2
dc.date.issued 2021
utb.relation.volume 12855 LNAI
dc.citation.spage 290
dc.citation.epage 301
dc.event.title 20th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2021
dc.event.location online
dc.event.sdate 2021-06-21
dc.event.edate 2021-06-23
dc.type conferenceObject
dc.language.iso en
dc.publisher Springer Science and Business Media Deutschland GmbH
dc.identifier.doi 10.1007/978-3-030-87897-9_27
dc.relation.uri https://link.springer.com/chapter/10.1007/978-3-030-87897-9_27
dc.subject indirect encoding en
dc.subject direct coding en
dc.subject genotype en
dc.subject phenotype en
dc.subject genetic algorithms en
dc.subject evolutionary programming en
dc.subject neuroevolution en
dc.subject NEAT en
dc.subject HyperNEAT en
dc.description.abstract This paper examines phenotype and genotype mappings that are biologically inspired. These types of coding are used in evolutionary computation. Direct and indirect encoding are studied. The determination of genotype and phenotype relationships and the connection to genetic algorithms, evolutionary programming and biology are examined in the light of newer advances. The NEAT and HyperNEAT algorithms are applied to the 2D Walker [41] problem of an agent learning how to walk. Results and findings are discussed, and conclusions are given. Indirect coding did not improve the situation. This paper shows that indirect coding is not useful in every situation. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1010622
utb.identifier.rivid RIV/70883521:28140/21:63544078!RIV22-MSM-28140___
utb.identifier.obdid 43883319
utb.identifier.scopus 2-s2.0-85117701031
utb.identifier.wok 000811814800026
utb.source d-scopus
dc.date.accessioned 2021-11-01T19:57:26Z
dc.date.available 2021-11-01T19:57:26Z
dc.description.sponsorship Ministerstvo Školství, Mládeže a Tělovýchovy, MŠMT; Univerzita Tomáše Bati ve Zlíně; European Regional Development Fund, ERDF: CZ.1.05/2.1.00/03.0089
dc.description.sponsorship Ministry of Education of the Czech Republic [MSMT-7778/2014]; European Regional Development Fund under the Project CEBIA-Tech [CZ.1.05/2.1.00/03.0089]; A.I. Lab research group at Faculty of Applied Informatics, Tomas Bata University in Zlin
utb.ou Department of Informatics and Artificial Intelligence
utb.contributor.internalauthor Komínková Oplatková, Zuzana
utb.fulltext.affiliation Clyde Meli1(B) , Vitezslav Nezval1, Zuzana Kominkova Oplatkova2 , Victor Buttigieg3 , and Anthony Spiteri Staines1 1 Department of Computer Information Systems, University of Malta, Msida, Malta {clyde.meli,tony.spiteri-staines}@um.edu.mt, vnez@cis.um.edu.mt 2 Faculty of Applied Informatics, Department of Informatics and Artificial Intelligence, Tomas Bata University in Zlín, Zlín, Czech Republic | oplatkova@utb.cz 3 Department of Communications and Computer Engineering, University of Malta, Msida, Malta | victor.buttigieg@um.edu.mt
utb.fulltext.dates -
utb.fulltext.sponsorship This work was supported by financial support of research project NPU I No. MSMT-7778/2014 by the Ministry of Education of the Czech Republic, by the European Regional Development Fund under the Project CEBIA-Tech No. CZ.1.05/2.1.00/03.0089 and by resources of A.I. Lab research group at Faculty of Applied Informatics, Tomas Bata University in Zlin (ailab.fai.utb.cz).
utb.wos.affiliation [Meli, Clyde; Nezval, Vitezslav; Staines, Anthony Spiteri] Univ Malta, Dept Comp Informat Syst, Msida, Malta; [Oplatkova, Zuzana Kominkova] Tomas Bata Univ Zlin, Fac Appl Informat, Dept Informat & Artificial Intelligence, Zlin, Czech Republic; [Buttigieg, Victor] Univ Malta, Dept Commun & Comp Engn, Msida, Malta
utb.scopus.affiliation Department of Computer Information Systems, University of Malta, Msida, Malta; Faculty of Applied Informatics, Department of Informatics and Artificial Intelligence, Tomas Bata University in Zlín, Zlín, Czech Republic; Department of Communications and Computer Engineering, University of Malta, Msida, Malta
utb.fulltext.projects MSMT-7778/2014
utb.fulltext.projects CZ.1.05/2.1.00/03.0089
utb.fulltext.faculty Faculty of Applied Informatics
utb.fulltext.ou Department of Informatics and Artificial Intelligence
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