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Intell."},{"key":"ref47","doi-asserted-by":"crossref","first-page":"99628","DOI":"10.1109\/ACCESS.2023.3310816","article-title":"A knowledge graph recommendation approach incorporating contrastive and relationship learning","volume":"11","author":"Shen","year":"Sep. 2023","journal-title":"IEEE Access"},{"key":"ref48","article-title":"GSRec: A graph-sequence recommendation system based on reverse-order graph and user embedding","volume":"12","author":"Ma","year":"Jan. 2024","journal-title":"Mathematics"},{"key":"ref49","doi-asserted-by":"crossref","DOI":"10.3390\/math10050721","article-title":"DFM-GCN: A multi-task learning recommendation based on a deep graph neural network","volume":"10","author":"Xiao","year":"Mar. 2022","journal-title":"Mathematics"},{"key":"ref50","doi-asserted-by":"crossref","first-page":"7817","DOI":"10.1007\/s00521-022-08088-2","article-title":"Deep variational models for collaborative filtering-based recommender systems","volume":"35","author":"Bobadilla","year":"Feb. 2023","journal-title":"Neural Comput. Appl."},{"key":"ref51","article-title":"A recommendation algorithm combining local and global interest features","volume":"12","author":"Song","year":"2023","journal-title":"Electronics"},{"key":"ref52","doi-asserted-by":"crossref","DOI":"10.1016\/j.ins.2024.121337","article-title":"CF-MGAN: Collaborative filtering with metadata-aware generative adversarial networks for top-N recommendation","volume":"689","author":"Nahta","year":"Jan. 2025","journal-title":"Inf. Sci."},{"key":"ref53","doi-asserted-by":"crossref","unstructured":"K. Xu et al., \u201cIntelligent classification and personalized recommendation of e-commerce products based on machine learning,\u201d Mar. 2024, arXiv:2403.19345.","DOI":"10.54254\/2755-2721\/64\/20241365"},{"key":"ref54","doi-asserted-by":"crossref","first-page":"410","DOI":"10.1080\/00051144.2023.2295148","article-title":"A novel framework for an intelligent deep learning based product recommendation system using sentiment analysis (SA)","volume":"65","author":"Thomas","year":"Apr. 2024","journal-title":"Automatika"},{"key":"ref55","doi-asserted-by":"crossref","DOI":"10.3390\/app13106324","article-title":"Multiview fusion using transformer model for recommender systems: Integrating the utility matrix and textual sources","volume":"13","author":"Ho","year":"May 2023","journal-title":"Appl. Sci."},{"key":"ref56","unstructured":"\u201cAmazon Products Dataset,\u201d 2023. Accessed: Apr. 03, 2024. [Online]. Available: https:\/\/www.kaggle.com\/datasets\/asaniczka\/amazon-canada-products-2023-2-1m-products"},{"key":"ref57","first-page":"398","article-title":"An e-commerce based personalized health product recommendation system using CNN-Bi-LSTM model","volume":"16","author":"Reddy","year":"Dec. 2023","journal-title":"Int. J. Intell. Eng. Syst."},{"key":"ref58","article-title":"An interactive personalized garment design recommendation system using intelligent techniques","volume":"12","author":"Wang","year":"May 2022","journal-title":"Appl. Sci."},{"key":"ref59","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1007\/s10660-020-09411-6","article-title":"Product advertising recommendation in e-commerce based on deep learning and distributed expression","volume":"20","author":"Zhou","year":"Jun. 2020","journal-title":"J. Electron. Commer. Res."},{"key":"ref60","series-title":"Proc. 42nd Int. ACM SIGIR Conf. Res. Dev. Inf. Retrieval","first-page":"165","article-title":"Neural graph collaborative filtering","author":"Wang","year":"Jul. 21\u201325, 2019"},{"key":"ref61","series-title":"Proc. 2018 World Wide Web Conf. (WWW)","first-page":"689","article-title":"Variational autoencoders for collaborative filtering","author":"Liang","year":"Apr. 23\u201327, 2018"},{"key":"ref62","series-title":"Proc. 28th ACM Int. Conf. Inf. Knowl. Manage. 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