Binomial Distribution, Mixture Models, Em Algorithm, Bioinformatics.
initializations for Θ, and see which one leads to the maximum log_likelihood, because not every initialization may lead to the optimal Θ that maximizes the log_likelihood. In the case of unknown K, the number of types of coins, one may try K=1, K=2, K=3, K=4, etc, and plot the maximum