In order to capture the dynamic interaction between users and items during online shopping and improve the accuracy of recommendation systems(RS). a user rating prediction method combining user preference and item attractiveness is proposed. The reviews are divided into user review texts and product review texts. which are fed into two convolutional neural networks(CNN). https://ashleyshomestores.shop/product-category/3-piece-king-poster-bed/