Are there any other machine learning models apart from Reinforcement Learning and Q Learning to play video games?

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OpenAI's Universe utilises RL algorithms and I have heard of some game-training projects using Q learning, but are there any others which are used to master/win games? Can genetic algorithms be used to win at a game?

U754V

Posted 2017-01-25T18:12:43.350

Reputation: 83

Answers

5

As I see it, it all comes down to game theory, which can be said to form the foundation of successful decision making, and is particularly useful in a context, such as computing, where all parameters can be defined. (Where it runs into trouble is with the aggregate complexity of the parameters per the "combinatorial explosion", although Machine Learning has recently been validated as a method of managing intractability specifically in the context of games.)

You might want to check out Playing Games with Genetic Algorithms and Evolutionary game theory.

DukeZhou

Posted 2017-01-25T18:12:43.350

Reputation: 5 886

The "Playing Games with Genetic Algorithms" shows access denied, is there any other link to it? – U754V – 2017-02-13T18:50:17.810

@U754V I've updated the link. Should be working now. If not, just google the title of the paper and you'll find it. – DukeZhou – 2017-02-14T19:38:15.467