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Learning game playing stategy with Cartesian genetic programming

Authors :
Torbarina, Bruno
Jakobović, Domagoj
Publication Year :
2021
Publisher :
Sveučilište u Zagrebu. Fakultet elektrotehnike i računarstva., 2021.

Abstract

U radu je opisana teorija igara za više igrača s naglaskom na Iteriranu zatvorenikovu dilemu i Kamen-škare-papir. Opisane su i neke strategije koje možemo koristiti u tim igrama. Opisana je i tema genetskog programiranja te i fokus ovog rada, Kartezijsko genetsko programiranje. Objašnjena je i struktura programske implementacije. Naposlijetku, objašnjava se učenje i rezultati učenja modela na raznim strategijama. In this thesis we have gone through the theory of multi-player games with an emphasis on the Iterated Prisoners Dilemma and Rock Paper Scissors. We have also described some game playing strategies for both games. We have also touched on the subject of genetic programming and the focus of this thesis, Cartesian genetic programming. This thesis also goes through the software implementation. Finally, we explain the learning of the model and it's results on different strategies.

Details

Language :
Croatian
Database :
OpenAIRE
Accession number :
edsair.od......4131..b353c62a7628dd1a06bb5344f10d8c51