{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T06:46:27Z","timestamp":1781678787765,"version":"3.54.5"},"publisher-location":"New York, NY, USA","reference-count":24,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,3,27]],"date-time":"2023-03-27T00:00:00Z","timestamp":1679875200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,3,27]]},"DOI":"10.1145\/3555776.3577619","type":"proceedings-article","created":{"date-parts":[[2023,6,7]],"date-time":"2023-06-07T17:16:29Z","timestamp":1686158189000},"page":"1799-1808","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Weighted Neural Collaborative Filtering: Deep Implicit Recommendation with Weighted Positive and Negative Feedback"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7402-9146","authenticated-orcid":false,"given":"Stan","family":"Hennekes","sequence":"first","affiliation":[{"name":"Erasmus University Rotterdam, Rotterdam, Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8031-758X","authenticated-orcid":false,"given":"Flavius","family":"Frasincar","sequence":"additional","affiliation":[{"name":"Erasmus University Rotterdam, Rotterdam, Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2023,6,7]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"Ricardo Baeza-Yates Berthier Ribeiro-Neto etal 1999. Modern Information Retrieval. ACM.  Ricardo Baeza-Yates Berthier Ribeiro-Neto et al. 1999. Modern Information Retrieval. ACM."},{"key":"e_1_3_2_1_2_1","volume-title":"Proceedings of the 3rd ACM Conference on Recommender Systems (RecSys","author":"Baltrunas Linas","year":"2009","unstructured":"Linas Baltrunas and Francesco Ricci . 2009 . Context-based splitting of item ratings in collaborative filtering . In Proceedings of the 3rd ACM Conference on Recommender Systems (RecSys 2009). ACM, 245--248. Linas Baltrunas and Francesco Ricci. 2009. Context-based splitting of item ratings in collaborative filtering. In Proceedings of the 3rd ACM Conference on Recommender Systems (RecSys 2009). ACM, 245--248."},{"key":"e_1_3_2_1_3_1","volume-title":"Proceedings of the 13th ACM Conference on Recommender Systems (RecSys","author":"Dacrema Maurizio Ferrari","year":"2019","unstructured":"Maurizio Ferrari Dacrema , Paolo Cremonesi , and Dietmar Jannach . 2019 . Are we really making much progress? A worrying analysis of recent neural recommendation approaches . In Proceedings of the 13th ACM Conference on Recommender Systems (RecSys 2019). ACM, 101--109. Maurizio Ferrari Dacrema, Paolo Cremonesi, and Dietmar Jannach. 2019. Are we really making much progress? A worrying analysis of recent neural recommendation approaches. In Proceedings of the 13th ACM Conference on Recommender Systems (RecSys 2019). ACM, 101--109."},{"key":"e_1_3_2_1_4_1","volume-title":"Proceedings of the 12th ACM Conference on Recommender Systems (RecSys","author":"de Souza Pereira Moreira Gabriel","year":"2018","unstructured":"Gabriel de Souza Pereira Moreira . 2018 . CHAMELEON: a deep learning meta-architecture for news recommender systems . In Proceedings of the 12th ACM Conference on Recommender Systems (RecSys 2018). ACM, 578--583. Gabriel de Souza Pereira Moreira. 2018. CHAMELEON: a deep learning meta-architecture for news recommender systems. In Proceedings of the 12th ACM Conference on Recommender Systems (RecSys 2018). ACM, 578--583."},{"key":"e_1_3_2_1_5_1","volume-title":"Neural Networks for Implicit Feedback Datasets. In 26th European Symposium on Artificial Neural Networks (ESANN","author":"Feigl Josef","year":"2018","unstructured":"Josef Feigl and Martin Bogdan . 2018 . Neural Networks for Implicit Feedback Datasets. In 26th European Symposium on Artificial Neural Networks (ESANN 2018). Josef Feigl and Martin Bogdan. 2018. Neural Networks for Implicit Feedback Datasets. In 26th European Symposium on Artificial Neural Networks (ESANN 2018)."},{"key":"e_1_3_2_1_6_1","volume-title":"Proceedings of the 26th International Conference on World Wide Web (WWW","author":"He Xiangnan","year":"2017","unstructured":"Xiangnan He , Lizi Liao , Hanwang Zhang , Liqiang Nie , Xia Hu , and Tat-Seng Chua . 2017 . Neural collaborative filtering . In Proceedings of the 26th International Conference on World Wide Web (WWW 2017). ACM, 173--182. Xiangnan He, Lizi Liao, Hanwang Zhang, Liqiang Nie, Xia Hu, and Tat-Seng Chua. 2017. Neural collaborative filtering. In Proceedings of the 26th International Conference on World Wide Web (WWW 2017). ACM, 173--182."},{"key":"e_1_3_2_1_7_1","volume-title":"Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR","author":"He Xiangnan","year":"2016","unstructured":"Xiangnan He , Han Zhang , Min-Yen Kan , and Tat-Seng Chua . 2016 . Fast Matrix Factorization for Online Recommendation with Implicit Feedback . In Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2016). ACM, 549--558. Xiangnan He, Han Zhang, Min-Yen Kan, and Tat-Seng Chua. 2016. Fast Matrix Factorization for Online Recommendation with Implicit Feedback. In Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2016). ACM, 549--558."},{"key":"e_1_3_2_1_8_1","volume-title":"Proceedings of the 8th International Conference on Data Mining (ICDM","author":"Hu Yifan","year":"2008","unstructured":"Yifan Hu , Yehuda Koren , and Chris Volinsky . 2008 . Collaborative Filtering for Implicit Feedback Datasets . In Proceedings of the 8th International Conference on Data Mining (ICDM 2008). IEEE Computer Society, 263--272. Yifan Hu, Yehuda Koren, and Chris Volinsky. 2008. Collaborative Filtering for Implicit Feedback Datasets. In Proceedings of the 8th International Conference on Data Mining (ICDM 2008). IEEE Computer Society, 263--272."},{"key":"e_1_3_2_1_9_1","volume-title":"Proceedings of the 28th International Conference on Advances in Neural Information Processing Systems (NIPS 2014), Workshops Track. https:\/\/web.stanford.edu\/~rezab\/nips2014workshop\/submits\/logmat.pdf","author":"Johnson Christopher C","year":"2014","unstructured":"Christopher C Johnson . 2014 . Logistic matrix factorization for implicit feedback data . In Proceedings of the 28th International Conference on Advances in Neural Information Processing Systems (NIPS 2014), Workshops Track. https:\/\/web.stanford.edu\/~rezab\/nips2014workshop\/submits\/logmat.pdf Christopher C Johnson. 2014. Logistic matrix factorization for implicit feedback data. In Proceedings of the 28th International Conference on Advances in Neural Information Processing Systems (NIPS 2014), Workshops Track. https:\/\/web.stanford.edu\/~rezab\/nips2014workshop\/submits\/logmat.pdf"},{"key":"e_1_3_2_1_10_1","volume-title":"Proceedings of the 10th ACM Conference on Recommender Systems (RecSys","author":"Karatzoglou Alexandros","year":"2016","unstructured":"Alexandros Karatzoglou , Bal\u00e1zs Hidasi , Domonkos Tikk , Oren Sar-Shalom , Haggai Roitman , Bracha Shapira , and Lior Rokach . 2016 . Workshop on Deep Learning for Recommender Systems . In Proceedings of the 10th ACM Conference on Recommender Systems (RecSys 2016). ACM, 415--416. Alexandros Karatzoglou, Bal\u00e1zs Hidasi, Domonkos Tikk, Oren Sar-Shalom, Haggai Roitman, Bracha Shapira, and Lior Rokach. 2016. Workshop on Deep Learning for Recommender Systems. In Proceedings of the 10th ACM Conference on Recommender Systems (RecSys 2016). ACM, 415--416."},{"key":"e_1_3_2_1_11_1","volume-title":"Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980","author":"Kingma Diederik P","year":"2014","unstructured":"Diederik P Kingma and Jimmy Ba . 2014 . Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014). Diederik P Kingma and Jimmy Ba. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014)."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1109\/MC.2009.263","article-title":"Matrix Factorization Techniques for Recommender Systems","volume":"42","author":"Koren Y.","year":"2009","unstructured":"Y. Koren , R. Bell , and C. Volinsky . 2009 . Matrix Factorization Techniques for Recommender Systems . Computer 42 , 8 (2009), 30 -- 37 . Y. Koren, R. Bell, and C. Volinsky. 2009. Matrix Factorization Techniques for Recommender Systems. Computer 42, 8 (2009), 30--37.","journal-title":"Computer"},{"key":"e_1_3_2_1_13_1","volume-title":"Sequential event prediction. Machine learning 93","author":"Letham Benjamin","year":"2013","unstructured":"Benjamin Letham , Cynthia Rudin , and David Madigan . 2013. Sequential event prediction. Machine learning 93 ( 2013 ), 357--380. Benjamin Letham, Cynthia Rudin, and David Madigan. 2013. Sequential event prediction. Machine learning 93 (2013), 357--380."},{"key":"e_1_3_2_1_14_1","volume-title":"Proceedings of the 25th International Conference on World Wide Web (WWW","author":"Liang Dawen","year":"2016","unstructured":"Dawen Liang , Laurent Charlin , James McInerney , and David M Blei . 2016 . Modeling user exposure in recommendation . In Proceedings of the 25th International Conference on World Wide Web (WWW 2016). ACM, 951--961. Dawen Liang, Laurent Charlin, James McInerney, and David M Blei. 2016. Modeling user exposure in recommendation. In Proceedings of the 25th International Conference on World Wide Web (WWW 2016). ACM, 951--961."},{"key":"e_1_3_2_1_15_1","volume-title":"Proceedings of the 3rd ACM Conference on Recommender Systems (RecSys","author":"Benjamin","year":"2009","unstructured":"Benjamin M. Marlin and Richard S. Zemel. 2009. Collaborative Prediction and Ranking with Non-Random Missing Data . In Proceedings of the 3rd ACM Conference on Recommender Systems (RecSys 2009 ). ACM, 5--12. Benjamin M. Marlin and Richard S. Zemel. 2009. Collaborative Prediction and Ranking with Non-Random Missing Data. In Proceedings of the 3rd ACM Conference on Recommender Systems (RecSys 2009). ACM, 5--12."},{"key":"e_1_3_2_1_16_1","volume-title":"Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS","author":"van den Oord A\u00e4ron","year":"2013","unstructured":"A\u00e4ron van den Oord , Sander Dieleman , and Benjamin Schrauwen . 2013 . Deep content-based music recommendation . In Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS 2013). Curran Associates, 2643--2651. A\u00e4ron van den Oord, Sander Dieleman, and Benjamin Schrauwen. 2013. Deep content-based music recommendation. In Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS 2013). Curran Associates, 2643--2651."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1023\/A:1006544522159","article-title":"A Framework for Collaborative, Content-Based and Demographic Filtering","volume":"13","author":"Pazzani Michael J.","year":"1999","unstructured":"Michael J. Pazzani . 1999 . A Framework for Collaborative, Content-Based and Demographic Filtering . Artificial Intelligence Review 13 (1999), 393 -- 408 . Michael J. Pazzani. 1999. A Framework for Collaborative, Content-Based and Demographic Filtering. Artificial Intelligence Review 13 (1999), 393--408.","journal-title":"Artificial Intelligence Review"},{"key":"e_1_3_2_1_18_1","volume-title":"Proceedings of the 7th IEEE International Conference on Data Mining (ICDM","author":"Rendle Steffen","year":"2010","unstructured":"Steffen Rendle . 2010 . Factorization machines . In Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2010). IEEE, 995--1000. Steffen Rendle. 2010. Factorization machines. In Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2010). IEEE, 995--1000."},{"key":"e_1_3_2_1_19_1","volume-title":"Proceedings of the 7th ACM International Conference on Web Search and Data Mining (WSDM","author":"Rendle Steffen","year":"2014","unstructured":"Steffen Rendle and Christoph Freudenthaler . 2014 . Improving pairwise learning for item recommendation from implicit feedback . In Proceedings of the 7th ACM International Conference on Web Search and Data Mining (WSDM 2014). 273--282. Steffen Rendle and Christoph Freudenthaler. 2014. Improving pairwise learning for item recommendation from implicit feedback. In Proceedings of the 7th ACM International Conference on Web Search and Data Mining (WSDM 2014). 273--282."},{"key":"e_1_3_2_1_20_1","volume-title":"BPR: Bayesian personalized ranking from implicit feedback. arXiv preprint arXiv:1205.2618","author":"Rendle Steffen","year":"2012","unstructured":"Steffen Rendle , Christoph Freudenthaler , Zeno Gantner , and Lars Schmidt-Thieme . 2012 . BPR: Bayesian personalized ranking from implicit feedback. arXiv preprint arXiv:1205.2618 (2012). Steffen Rendle, Christoph Freudenthaler, Zeno Gantner, and Lars Schmidt-Thieme. 2012. BPR: Bayesian personalized ranking from implicit feedback. arXiv preprint arXiv:1205.2618 (2012)."},{"key":"e_1_3_2_1_21_1","volume-title":"Recommender Systems Handbook","author":"Ricci Francesco","unstructured":"Francesco Ricci , Lior Rokach , and Bracha Shapira . 2015. Recommender Systems Handbook ( 2 nd ed.). Springer . Francesco Ricci, Lior Rokach, and Bracha Shapira. 2015. Recommender Systems Handbook (2nd ed.). Springer.","edition":"2"},{"key":"e_1_3_2_1_22_1","first-page":"1265","article-title":"An MDP-based recommender system","volume":"6","author":"Shani Guy","year":"2005","unstructured":"Guy Shani , David Heckerman , and Ronen I Brafman . 2005 . An MDP-based recommender system . Journal of Machine Learning Research 6 (2005), 1265 -- 1295 . Guy Shani, David Heckerman, and Ronen I Brafman. 2005. An MDP-based recommender system. Journal of Machine Learning Research 6 (2005), 1265--1295.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_2_1_23_1","volume-title":"Proceedings of the 28th ACM International Conference on Information and Knowledge Management (CIKM","author":"Sun Fei","year":"2019","unstructured":"Fei Sun , Jun Liu , Jian Wu , Changhua Pei , Xiao Lin , Wenwu Ou , and Peng Jiang . 2019 . BERT4Rec: Sequential recommendation with bidirectional encoder representations from transformer . In Proceedings of the 28th ACM International Conference on Information and Knowledge Management (CIKM 2019). ACM, 1441--1450. Fei Sun, Jun Liu, Jian Wu, Changhua Pei, Xiao Lin, Wenwu Ou, and Peng Jiang. 2019. BERT4Rec: Sequential recommendation with bidirectional encoder representations from transformer. In Proceedings of the 28th ACM International Conference on Information and Knowledge Management (CIKM 2019). ACM, 1441--1450."},{"key":"e_1_3_2_1_24_1","volume-title":"Proceedings of the 38th International ACM Conference on Research and Development in Information Retrieval (SIGIR","author":"Wang Pengfei","year":"2015","unstructured":"Pengfei Wang , Jiafeng Guo , Yanyan Lan , Jun Xu , Shengxian Wan , and Xueqi Cheng . 2015 . Learning Hierarchical Representation Model for NextBasket Recommendation . In Proceedings of the 38th International ACM Conference on Research and Development in Information Retrieval (SIGIR 2015). ACM, 403--412. Pengfei Wang, Jiafeng Guo, Yanyan Lan, Jun Xu, Shengxian Wan, and Xueqi Cheng. 2015. Learning Hierarchical Representation Model for NextBasket Recommendation. In Proceedings of the 38th International ACM Conference on Research and Development in Information Retrieval (SIGIR 2015). ACM, 403--412."}],"event":{"name":"SAC '23: 38th ACM\/SIGAPP Symposium on Applied Computing","location":"Tallinn Estonia","acronym":"SAC '23","sponsor":["SIGAPP ACM Special Interest Group on Applied Computing"]},"container-title":["Proceedings of the 38th ACM\/SIGAPP Symposium on Applied Computing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3555776.3577619","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3555776.3577619","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T17:49:20Z","timestamp":1750182560000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3555776.3577619"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,3,27]]},"references-count":24,"alternative-id":["10.1145\/3555776.3577619","10.1145\/3555776"],"URL":"https:\/\/doi.org\/10.1145\/3555776.3577619","relation":{},"subject":[],"published":{"date-parts":[[2023,3,27]]},"assertion":[{"value":"2023-06-07","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}