Herein. we propose a new deep neural network model based on invariant information clustering (IIC). proposed by Ji et al. to improve the modeling performance of the leave-one-site-out cross-validation (LOSO-CV) for a multi-source dataset. https://www.morehartandweinman.com/product-category/footwear/