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Reinforcement learning algorithms

License: MIT License

C++ 10.66% Python 89.34%
algorithm function-approximation linear-function-approximation reinforcement-learning reinforcement-learning-algorithms rl-algorithms

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rl-algorithms's Issues

GTD algorithm implementation

I was reading the GTD implementation and I got a little confused about updating the weights. Based on the code these are the update rules.

        self.w += alpha*(delta*self.e + gm_p*(1-lm_p)*np.dot(self.e, self.h)*xp)
        self.h += beta*(delta*self.e + np.dot(self.h, x)*x)

However, based on Maei's thesis the update rules are a little different.

        self.w += alpha*(delta*self.e - gm_p*(1-lm_p)*np.dot(self.e, self.h)*xp)
        self.h += beta*(delta*self.e - np.dot(self.h, x)*x)

screen shot 2018-06-09 at 6 56 51 pm
Is there a reason for these differences?

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