As an alternative to neural networks, I have found that a technique called
linear predictive coding does a good job at temporal pattern recognition. I wrote a couple short scripts in MATLAB which do
binary prediction and play
rock paper scissors. The binary prediction seems to work better than the version I made using
neural networks. I think that the RPS AI also works better than the version I made using
hierarchical temporal memory, although I haven't interfaced the two programs together yet to test them.
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