Maximum Ideal Likelihood Estimation: A Unified Inference Framework for Latent Variable Models

Yizhou Cai, Ting Fung Ma

This paper develops a unified estimation framework, the Maximum Ideal Likelihood Estimation (MILE), for general parametric models with latent variables. Unlike traditional approach…