Machine Learning, Clustering, Gaussian Mixture Model.
may ask, to maximize likelihood, why not just take the first-order derivative, set it to 0 and solve for the parameter in any of the equation 1–4? If you think about it, the derivative part is actually not an easy task. However, F(q(z), θ) in Eq 5 is more manageable to work with, since it is sum of