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ANN Input Normalization
http://poker-ai.org/phpbb/viewtopic.php?f=24&t=2615
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Author:  corintio [ Fri Oct 18, 2013 8:20 pm ]
Post subject:  ANN Input Normalization

Hi,

This question goes for those that are using Neural Networks (for determining actions or opponent modeling): How do you normalize the money/chips values (bankroll, amount to call, pot size, etc..) on a NoLimit SnG? ANNs needs those values to be normalized to the range (0..1) or (-1..1), depending on the activation function, but in a NLSNG, this values vary to much (because of the blinds increase).

I am planning to normalize it using the total chips in the tournament as the max. Ex: 10 players, 1000 initial bankroll, max will be 10000. At least for the current bankroll that should work, right? What do you think?

Thanks,
Corintio

Author:  cantina [ Fri Oct 18, 2013 10:12 pm ]
Post subject:  Re: ANN Input Normalization

amount / bb / max

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