To solve the rating prediction problems of low accuracy and data sparsity on different datasets, we propose an interactive perception method based collaborative algorithm named DCAE-MF, by fusing dual convolutional autoencoder (DCAE) probability matrix factorization (PMF). Deep latent representations users items are captured simultaneously DCAE deeply integrated with PMF to collaboratively make...