Em Algorithm, Statistics, Machine Learning, Clustering Algorithm, Python.
formula (2) tends to result in non-convex optimization problems (the optimization is empirically tricky). In other words, it is generally difficult to derive an analytical solution for the log(Σp(x, z; θ)) term. You can imagine that equation (1) is easy to differentiate, while equation (2) is