Thesis Details

Rychlá adaptace počítačové podpory hry Krycí jména pro nové jazyky

Master's Thesis Student: Jareš Petr Academic Year: 2020/2021 Supervisor: Smrž Pavel, doc. RNDr., Ph.D.
English title
Fast Adaptation of Codenames Computer Assistant for New Languages
Language
Czech
Abstract

This thesis extends a system of an artificial player of a word-association game Codenames to easy addition of support for new languages. The system is able to play Codenames in roles as a guessing player, a clue giver or, by their combination a Duet version player. For analysis of different languages a neural toolkit Stanza was used, which is language independent and enables automated processing of many languages. It was mainly about lemmatization and part of speech tagging for selection of clues in the game. For evaluation of word associations were several models tested, where the best results had a method Pointwise Mutual Information and predictive model fastText. The system supports playing Codenames in 36 languages comprising 8 different alphabets.

Keywords

Codenames, multilingual support, natural language processing, lemmatization, artificial intelligence, AI, Pointwise Mutual Information, word embeddings, fastText, Python

Department
Department of Computer Graphics and Multimedia FIT BUT
Degree Programme
Information Technology and Artificial Intelligence, Specialization Machine Learning
Files
Status
defended, grade C
Date
23 June 2021
Reviewer
Otrusina Lubomír, Ing.
Committee
Černocký Jan, prof. Dr. Ing. (DCGM FIT BUT), předseda
Bařina David, Ing., Ph.D. (DCGM FIT BUT), člen
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT), člen
Čadík Martin, doc. Ing., Ph.D. (DCGM FIT BUT), člen
Češka Milan, doc. RNDr., Ph.D. (DITS FIT BUT), člen
Rozman Jaroslav, Ing., Ph.D. (DITS FIT BUT), člen
Citation
JAREŠ, Petr. Rychlá adaptace počítačové podpory hry Krycí jména pro nové jazyky. Brno, 2021. Master's Thesis. Brno University of Technology, Faculty of Information Technology. 2021-06-23. Supervised by Smrž Pavel. Available from: https://www.fit.vut.cz/study/thesis/21497/
BibTeX 
@mastersthesis{FITMT21497,
    author = "Petr Jare\v{s}",
    type = "Master's thesis",
    title = "Rychl\'{a} adaptace po\v{c}\'{i}ta\v{c}ov\'{e} podpory hry Kryc\'{i} jm\'{e}na pro nov\'{e} jazyky",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2021,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/21497/"
}

Theses

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