Here is a problem that I am looking at.
Is this model really commonly known as a Gaussian mixture model (the one often appears as an illustration of EM algorithm)?
I am confused because Gaussian mixture model (as far as I know) is usually formulated using latent variable, and density function will usually involve some indicator functions. As a specific example, consider the following:
These two models do not look the same to me.