Product Details

Ms. Pac-Man Framework 1.0

 

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This Java-application contains all required components to simulate a game of Ms. Pac-Man and let an agent learn intelligent playing behaviour using reinforcement learning and either Q-Learning or SARSA.
Ms. Pac-Man Framework is a completely free software. You can free download and use it as long as you like.


 

This Java-application contains all required components to simulate a game of Ms.

This Java-application contains all required components to simulate a game of Ms. Pac-Man and let an agent learn intelligent playing behaviour using reinforcement learning and either Q-Learning or SARSA.

The framework was developed by Luuk Bom and Ruud Henken, under supervision of Marco Wiering, Department of Artificial Intelligence, University of Groningen. It formed the basis of a bachelor's thesis titled "Using reinforcement learning with relative input to train Ms. Pac-Man", L.A.M. Bom (2012).

(Graphical) simulation of the game Ms. Pac-Man
Uses a small number of clever relative inputs to represent the game environment
Reinforcement learning with either Q-Learning or SARSA
Highly configurable and easy to tweak
Results can be exported to .CSV or plotted in graphs
Extensive documentation


GNU General Public License version 3.0 (GPLv3)


User Reviews: MS. PAC-MAN FRAMEWORK 1.0
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