{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,11]],"date-time":"2025-09-11T19:09:59Z","timestamp":1757617799196,"version":"3.44.0"},"publisher-location":"New York, NY, USA","reference-count":42,"publisher":"ACM","content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,9,22]]},"DOI":"10.1145\/3705328.3748062","type":"proceedings-article","created":{"date-parts":[[2025,9,6]],"date-time":"2025-09-06T10:46:13Z","timestamp":1757155573000},"page":"12-20","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["A Multi-Factor Collaborative Prediction for Review-based Recommendation"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1632-1354","authenticated-orcid":false,"given":"Junrui","family":"Liu","sequence":"first","affiliation":[{"name":"Beijing University of Technology, Beijing, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8881-0037","authenticated-orcid":false,"given":"Tong","family":"Li","sequence":"additional","affiliation":[{"name":"Beijing University of Technology, Beijing, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-6435-0715","authenticated-orcid":false,"given":"Mingliang","family":"Yu","sequence":"additional","affiliation":[{"name":"TravelSky Technology Limited, Beijing, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-8811-7565","authenticated-orcid":false,"given":"Shiqiu","family":"Yang","sequence":"additional","affiliation":[{"name":"Beijing University of Technology, Beijing, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-3485-069X","authenticated-orcid":false,"given":"Zifang","family":"Tang","sequence":"additional","affiliation":[{"name":"Beijing University of Technology, Beijing, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6058-0217","authenticated-orcid":false,"given":"Zhen","family":"Yang","sequence":"additional","affiliation":[{"name":"Beijing University of Technology, Beijing, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,9,7]]},"reference":[{"key":"e_1_3_3_2_2_2","doi-asserted-by":"crossref","unstructured":"James Chambua and Zhendong Niu. 2021. Review text based rating prediction approaches: preference knowledge learning representation and utilization. Artif. Intell. Rev. 54 2 (2021) 1171\u20131200.","DOI":"10.1007\/s10462-020-09873-y"},{"key":"e_1_3_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3186070"},{"key":"e_1_3_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i05.6268"},{"key":"e_1_3_3_2_5_2","doi-asserted-by":"crossref","unstructured":"Siyuan Guo Ying Wang Hao Yuan Zeyu Huang Jianwei Chen and Xin Wang. 2021. TAERT: Triple-Attentional Explainable Recommendation with Temporal Convolutional Network. Inf. Sci. 567 (2021) 185\u2013200.","DOI":"10.1016\/j.ins.2021.03.034"},{"key":"e_1_3_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1145\/3404835.3462917"},{"key":"e_1_3_3_2_7_2","first-page":"1512","volume-title":"Proceedings of the 31th ICML","volume":"32","author":"Hern\u00e1ndez-Lobato Jos\u00e9\u00a0Miguel","year":"2014","unstructured":"Jos\u00e9\u00a0Miguel Hern\u00e1ndez-Lobato, Neil Houlsby, and Zoubin Ghahramani. 2014. Probabilistic Matrix Factorization with Non-random Missing Data. In Proceedings of the 31th ICML , Vol.\u00a032. JMLR.org, 1512\u20131520."},{"key":"e_1_3_3_2_8_2","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959165"},{"key":"e_1_3_3_2_9_2","doi-asserted-by":"publisher","DOI":"10.1145\/1401890.1401944"},{"key":"e_1_3_3_2_10_2","doi-asserted-by":"crossref","unstructured":"Yehuda Koren Robert\u00a0M. Bell and Chris Volinsky. 2009. Matrix Factorization Techniques for Recommender Systems. Computer 42 8 (2009) 30\u201337.","DOI":"10.1109\/MC.2009.263"},{"key":"e_1_3_3_2_11_2","doi-asserted-by":"crossref","unstructured":"Duantengchuan Li Ceyu Deng Xiaoguang Wang Zhifei Li Chao Zheng Jing Wang and Bing Li. 2024. Joint inter-word and inter-sentence multi-relation modeling for summary-based recommender system. Inf. Process. Manag. 61 2 (2024) 103631.","DOI":"10.1016\/j.ipm.2023.103631"},{"key":"e_1_3_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330906"},{"key":"e_1_3_3_2_13_2","doi-asserted-by":"crossref","unstructured":"Junrui Liu Tong Li Zhen Yang Di Wu and Huan Liu. 2024. Fusion learning of preference and bias from ratings and reviews for item recommendation. Data & Knowledge Engineering 150 (2024) 102283.","DOI":"10.1016\/j.datak.2024.102283"},{"key":"e_1_3_3_2_14_2","doi-asserted-by":"crossref","unstructured":"Junrui Liu Zhen Yang Tong Li Di Wu and Ruiyi Wang. 2022. SPR: Similarity pairwise ranking for personalized recommendation. Knowl. Based Syst. 239 (2022) 107828.","DOI":"10.1016\/j.knosys.2021.107828"},{"key":"e_1_3_3_2_15_2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00197"},{"key":"e_1_3_3_2_16_2","doi-asserted-by":"crossref","unstructured":"Tongcun Liu Siyuan Lou Jianxin Liao and Hailin Feng. 2024. Dynamic and Static Representation Learning Network for Recommendation. IEEE Trans. Neural Networks Learn. Syst. 35 1 (2024) 831\u2013841.","DOI":"10.1109\/TNNLS.2022.3177611"},{"key":"e_1_3_3_2_17_2","unstructured":"Yong Liu Susen Yang Yinan Zhang Chunyan Miao Zaiqing Nie and Juyong Zhang. 2023. Learning Hierarchical Review Graph Representations for Recommendation. IEEE Trans. Knowl. Data Eng. 35 1 (2023) 658\u2013671."},{"key":"e_1_3_3_2_18_2","first-page":"1257","volume-title":"Proceedings of the NIPS 2007","volume":"20","author":"Mnih Andriy","year":"2007","unstructured":"Andriy Mnih and Russ\u00a0R Salakhutdinov. 2007. Probabilistic matrix factorization. In Proceedings of the NIPS 2007 , Vol.\u00a020. 1257\u20131264."},{"key":"e_1_3_3_2_19_2","doi-asserted-by":"publisher","DOI":"10.1145\/3589334.3645421"},{"key":"e_1_3_3_2_20_2","volume-title":"Procedding of the 23rd IJCAI, Beijing, China, August 3-9, 2013","author":"Pan Weike","year":"2013","unstructured":"Weike Pan and Li Chen. 2013. Gbpr: Group preference based bayesian personalized ranking for one-class collaborative filtering. In Procedding of the 23rd IJCAI, Beijing, China, August 3-9, 2013."},{"key":"e_1_3_3_2_21_2","doi-asserted-by":"crossref","unstructured":"Weike Pan Li Chen and Zhong Ming. 2019. Personalized recommendation with implicit feedback via learning pairwise preferences over item-sets. Knowledge and Information Systems 58 2 (2019) 295\u2013318.","DOI":"10.1007\/s10115-018-1154-5"},{"key":"e_1_3_3_2_22_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2010.127"},{"key":"e_1_3_3_2_23_2","first-page":"452","volume-title":"Proceedings of the 25th UAI, Montreal, QC, Canada, June 18-21, 2009","author":"Rendle Steffen","year":"2009","unstructured":"Steffen Rendle, Christoph Freudenthaler, Zeno Gantner, and Lars Schmidt-Thieme. 2009. BPR: Bayesian personalized ranking from implicit feedback. In Proceedings of the 25th UAI, Montreal, QC, Canada, June 18-21, 2009. AUAI Press, 452\u2013461."},{"key":"e_1_3_3_2_24_2","first-page":"1670","volume-title":"Proceedings of the 33nd ICML","volume":"48","author":"Schnabel Tobias","year":"2016","unstructured":"Tobias Schnabel, Adith Swaminathan, Ashudeep Singh, Navin Chandak, and Thorsten Joachims. 2016. Recommendations as Treatments: Debiasing Learning and Evaluation. In Proceedings of the 33nd ICML , Vol.\u00a048. JMLR.org, 1670\u20131679."},{"key":"e_1_3_3_2_25_2","doi-asserted-by":"publisher","DOI":"10.1145\/3109859.3109890"},{"key":"e_1_3_3_2_26_2","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3531927"},{"key":"e_1_3_3_2_27_2","doi-asserted-by":"publisher","DOI":"10.1145\/1835804.1835895"},{"key":"e_1_3_3_2_28_2","doi-asserted-by":"publisher","DOI":"10.1145\/3383313.3412236"},{"key":"e_1_3_3_2_29_2","doi-asserted-by":"publisher","unstructured":"Ho\u00a0Thi\u00a0Hoang Vy Cuong Pham-Nguyen and Le\u00a0Nguyen\u00a0Hoai Nam. 2024. Integrating textual reviews into neighbor-based recommender systems. Expert Syst. Appl. 249 (2024) 123648. 10.1016\/J.ESWA.2024.123648","DOI":"10.1016\/J.ESWA.2024.123648"},{"key":"e_1_3_3_2_30_2","doi-asserted-by":"publisher","DOI":"10.1145\/3485447.3512010"},{"key":"e_1_3_3_2_31_2","doi-asserted-by":"publisher","DOI":"10.1145\/2020408.2020480"},{"key":"e_1_3_3_2_32_2","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783273"},{"key":"e_1_3_3_2_33_2","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i8.28761"},{"key":"e_1_3_3_2_34_2","first-page":"6638","volume-title":"Proceedings of the 36th ICML,Long Beach, California, USA, 9-15 June 2019","author":"Wang Xiaojie","year":"2019","unstructured":"Xiaojie Wang, Rui Zhang, Yu Sun, and Jianzhong Qi. 2019. Doubly robust joint learning for recommendation on data missing not at random. In Proceedings of the 36th ICML,Long Beach, California, USA, 9-15 June 2019. PMLR, 6638\u20136647."},{"key":"e_1_3_3_2_35_2","doi-asserted-by":"crossref","unstructured":"J. Wen J. Ma H. Tu M. Zhong G. Zhang W. Yin and J. Fang. 2020. Hierarchical text interaction for rating prediction. Knowledge-Based Systems 206 (2020) 106344.","DOI":"10.1016\/j.knosys.2020.106344"},{"key":"e_1_3_3_2_36_2","doi-asserted-by":"crossref","unstructured":"Jiahui Wen Jingwei Ma Hongkui Tu Mingyang Zhong Guangda Zhang Wei Yin and Jian Fang. 2020. Hierarchical text interaction for rating prediction. Knowledge-Based Systems 206 (2020) 106344.","DOI":"10.1016\/j.knosys.2020.106344"},{"key":"e_1_3_3_2_37_2","doi-asserted-by":"publisher","unstructured":"Huiqiong Wu Guibing Guo Enneng Yang Yudong Luo Yabo Chu Linying Jiang and Xingwei Wang. 2024. PESI: Personalized Explanation recommendation with Sentiment Inconsistency between ratings and reviews. Knowl. Based Syst. 283 (2024) 111133. 10.1016\/J.KNOSYS.2023.111133","DOI":"10.1016\/J.KNOSYS.2023.111133"},{"key":"e_1_3_3_2_38_2","doi-asserted-by":"crossref","unstructured":"Libing Wu Cong Quan Chenliang Li Qian Wang Bolong Zheng and Xiangyang Luo. 2019. A context-aware user-item representation learning for item recommendation. ACM TOIS 37 2 (2019) 1\u201329.","DOI":"10.1145\/3298988"},{"key":"e_1_3_3_2_39_2","doi-asserted-by":"crossref","unstructured":"Shiwen Wu Yuanxing Zhang Wentao Zhang Kaigui Bian and Bin Cui. 2021. Enhanced review-based rating prediction by exploiting aside information and user influence. Knowledge-Based Systems (2021) 107015.","DOI":"10.1016\/j.knosys.2021.107015"},{"key":"e_1_3_3_2_40_2","doi-asserted-by":"crossref","unstructured":"Yuanbo Xu Yongjian Yang Jiayu Han En Wang Fuzhen Zhuang Jingyuan Yang and Hui Xiong. 2019. NeuO: Exploiting the sentimental bias between ratings and reviews with neural networks. Neural Networks 111 (2019) 77\u201388.","DOI":"10.1016\/j.neunet.2018.12.011"},{"key":"e_1_3_3_2_41_2","doi-asserted-by":"publisher","DOI":"10.1145\/3583780.3614770"},{"key":"e_1_3_3_2_42_2","doi-asserted-by":"crossref","unstructured":"Chenyan Zhang Shan Xue Jing Li Jia Wu Bo Du Donghua Liu and Jun Chang. 2023. Multi-Aspect enhanced Graph Neural Networks for recommendation. Neural Networks 157 (2023) 90\u2013102.","DOI":"10.1016\/j.neunet.2022.10.001"},{"key":"e_1_3_3_2_43_2","doi-asserted-by":"publisher","DOI":"10.1145\/3018661.3018665"}],"event":{"name":"RecSys '25: Nineteenth ACM Conference on Recommender Systems","sponsor":["SIGCHI ACM Special Interest Group on Computer-Human Interaction","SIGAI ACM Special Interest Group on Artificial Intelligence","SIGIR ACM Special Interest Group on Information Retrieval","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data","SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web"],"location":"Prague Czech Republic","acronym":"RecSys '25"},"container-title":["Proceedings of the Nineteenth ACM Conference on Recommender Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3705328.3748062","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,6]],"date-time":"2025-09-06T11:42:28Z","timestamp":1757158948000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3705328.3748062"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,7]]},"references-count":42,"alternative-id":["10.1145\/3705328.3748062","10.1145\/3705328"],"URL":"https:\/\/doi.org\/10.1145\/3705328.3748062","relation":{},"subject":[],"published":{"date-parts":[[2025,9,7]]},"assertion":[{"value":"2025-09-07","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}