Probability of The EM algorithm for GMM

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I am reading the tutorial below:

http://pages.cs.wisc.edu/~jerryzhu/pub/sslicml07.pdf

Now I suffer a problem on page38 (38/135)

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I have no idea why they are equal.

Can someone help me to prove of this?

Really Thanks

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This is just an application of Bayes rule and total probability:

$$P(Y|X) = P(X, Y) / P(X)$$

But $p(x) = \sum_y p(x, y)$ by total probability.