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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 |