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National Repository of Grey Literature 2 records found  Search took 0.01 seconds. 
Hierarchical Version of the Wave Function Collapse Algorithm
 Filek, Jiří ; Černý, Vojtěch (advisor) ; Holeňa, Martin (referee)
Maxim Gumin's Wave Function Collapse (WFC) is a recent algorithm used for pro- cedural content generation. The algorithm uses constraint solving and local similarity to generate outputs. However, it struggles to generate large or complex outputs. We aim to generalize the original work to make the algorithm work hierarchically on several differ- ent granularities. We show that this approach is promising and yields better results than the original algorithm in several challenging domains. Our approach also provides better controllability of the outcome. The algorithm has applications in the field of procedural content generation to generate different kinds of 2D game levels. It can provide good variability for the players and save the time of game designers. 1
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Artificial intelligence for Sushi Go!
 Filek, Jiří ; Holan, Tomáš (advisor) ; Mráz, František (referee)
The thesis deals with an artificial intelligence for a Sushi Go! card game. It is a game with simultaneous moves for two to five players. The thesis presents multiple approaches for development of an artificial intelligence. The main focus is on methods based on the MCTS algorithm, namely DUCT and EXP3. An artificial intelligence using weighted rules is tried as well. The weights are assigned by a genetic algorithm. The first part of the thesis is about game analysis and description of chosen methods. The second part of the thesis is about parameter tuning and comparison of different agents for two or more players. The comparison is based on a large number of games played between agents. The last part of the thesis deals with an implementation. A graphical and a console applications were created for the purpose of developing an artificial intelligence. The console application is used for parameter tuning and also to compare artificial intelligences. The graphical application is used for a game of human against artificial intelligence or other humans on a single computer. Overall, DUCT performs best in every experiment despite its theoretical disadvantages.
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