Optimal Rate of Convergence for Finite Mixture Models
Optimal Rate of Convergence for Finite Mixture Models
In finite mixture models, we establish the best possible rate of convergence for estimating the mixing distribution. We find that the key for estimating the mixing distribution is the knowledge of the number of components in the mixture. While a $\sqrt n$-consistent rate is achievable when the exact number of …