In this article, we study large-dimensional matrix factor models and estimate the loading matrices score by minimizing square loss function. Interestingly, resultant estimators coincide with Projected Estimators (PE) in Yu et al. which was proposed from perspective of simultaneous reduction dimensionality magnitudes idiosyncratic error matrix. other word, provide a least-square interpretation P...