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undergraduate thesis
Podržano učenje u igrama s kartama
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. urn:nbn:hr:168:828661
Vidaković, Janko
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Vidaković, J. (2021). Podržano učenje u igrama s kartama (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:828661

Vidaković, Janko. "Podržano učenje u igrama s kartama." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:828661

Vidaković, Janko. "Podržano učenje u igrama s kartama." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:828661

Vidaković, J. (2021). 'Podržano učenje u igrama s kartama', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 28 December 2024, https://urn.nsk.hr/urn:nbn:hr:168:828661

Vidaković J. Podržano učenje u igrama s kartama [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2021 [cited 2024 December 28] Available at: https://urn.nsk.hr/urn:nbn:hr:168:828661

J. Vidaković, "Podržano učenje u igrama s kartama", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:168:828661

Metadata
TitlePodržano učenje u igrama s kartama
Title (english)Reinforcement Learning in Card Games
AuthorJanko Vidaković
MentorVladimir Čeperić (mentor)
Committee memberVladimir Čeperić (predsjednik povjerenstva)
Committee memberIgor Stančin (član povjerenstva)
Committee memberJosip Renić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2021-07-06, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Podržano učenje predstavlja obećavajuću paradigmu za rješavanje problema nesavršene informacije. Duboko Q-učenje uspješno je primijenjeno na igrama savršene informacije, poput šaha i Go-a, a u ovom radu je cilj bio uspješno primijeniti duboko Q-učenje na igre nesavršene informacije. Na primjeru igara s kartama, razvijen je inteligentni agent za kartašku igru belot, temeljen na dubokom Q-učenju. Razvijem je simulacijski okvir koji predstavlja model okoline igre belota i implementirane su različite definicije funkcije nagrade. Evaluacija uspješnosti provedena je mjerenjem statističkih veličina karakterističnih za belot. Dobiveni rezultati pokazuju da se duboko Q-učenje može uspješno primijeniti u učenju kartaške igre belot. Uz dovoljno dobru definiciju funkcije nagrade, dvočlani tim inteligentnih agenata postiže bolje rezultate od slučajne igre u svim izmjerenim statistikama.
Abstract (english)
Reinforcement learning presents a promising paradigm for solving imperfect information problems. Deep Q-learning has been successfully applied to games of perfect information, like chess and Go. In this work, deep Q-learning is applied to imperfect information games, concretely a card game called belot. A simulation framework is developed as a model of belot environment, and a variety of reward functions is implemented. Evaluation is done by measuring the statistical properties of agent gameplay, with focus on belot-specific measures. Results show that deep Q-learning can be successfully applied to develop an intelligent agent for belot. With proper reward function, a two-member team of intelligent agents outperforms random agents in all statistics measured.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:828661
Study programmeTitle: Computing
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2023-01-14 21:55:54