{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T18:58:59Z","timestamp":1771700339441,"version":"3.50.1"},"reference-count":27,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2022,8,19]],"date-time":"2022-08-19T00:00:00Z","timestamp":1660867200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,8,19]],"date-time":"2022-08-19T00:00:00Z","timestamp":1660867200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Intell Inf Syst"],"published-print":{"date-parts":[[2023,2]]},"DOI":"10.1007\/s10844-022-00733-5","type":"journal-article","created":{"date-parts":[[2022,8,19]],"date-time":"2022-08-19T12:02:46Z","timestamp":1660910566000},"page":"137-156","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":50,"title":["GNNRec: gated graph neural network for session-based social recommendation model"],"prefix":"10.1007","volume":"60","author":[{"given":"Chun","family":"Liu","sequence":"first","affiliation":[]},{"given":"Yuxiang","family":"Li","sequence":"additional","affiliation":[]},{"given":"Hong","family":"Lin","sequence":"additional","affiliation":[]},{"given":"Chaojie","family":"Zhang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,8,19]]},"reference":[{"key":"733_CR1","doi-asserted-by":"publisher","first-page":"467","DOI":"10.1007\/s10844-021-00674-5","volume":"57","author":"M Atas","year":"2021","unstructured":"Atas, M., Felfernig, A., Polat-Erdeniz, S., et al. (2021). Towards psychology-aware preference construction in recommender systems: Overview and research issues. Journal of Intelligent Information System, 57, 467\u2013489. https:\/\/doi.org\/10.1007\/s10844-021-00674-5","journal-title":"Journal of Intelligent Information System"},{"key":"733_CR2","doi-asserted-by":"publisher","unstructured":"Chen, T., Wong, R. C. W. (2021). An efficient and effective framework for session-based social recommendation[C]. Proceedings of the 14th ACM International Conference on Web Search and Data Mining: 400\u2013408. https:\/\/doi.org\/10.1145\/3437963.3441792","DOI":"10.1145\/3437963.3441792"},{"key":"733_CR3","doi-asserted-by":"publisher","unstructured":"Fan, W., Ma, Y., Li, Q., et al. (2019). Graph neural networks for social recommendation[C]. The world wide web conference., 417\u2013426. https:\/\/doi.org\/10.1145\/3308558.3313488","DOI":"10.1145\/3308558.3313488"},{"issue":"1","key":"733_CR4","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1609\/aaai.v29i1.9153","volume":"29","author":"G Guo","year":"2015","unstructured":"Guo, G., Zhang, J., & Yorke-Smith, N. (2015). Trustsvd: Collaborative filtering with both the explicit and implicit influence of user trust and of item ratings[C]. Proceedings of the AAAI Conference on Artificial Intelligence., 29(1), 123\u2013129. https:\/\/doi.org\/10.1609\/aaai.v29i1.9153","journal-title":"Proceedings of the AAAI Conference on Artificial Intelligence."},{"key":"733_CR5","doi-asserted-by":"publisher","first-page":"1","DOI":"10.48550\/arXiv.1511.06939","volume":"5","author":"B Hidasi","year":"2016","unstructured":"Hidasi, B., Karatzoglou, A., Baltrunas, L., et al. (2016). Session-based recommendations with recurrent neural networks[J]. ICLR 4th International Conference on Learning Representations, 5, 1\u201310. https:\/\/doi.org\/10.48550\/arXiv.1511.06939","journal-title":"ICLR 4th International Conference on Learning Representations"},{"key":"733_CR6","doi-asserted-by":"publisher","unstructured":"Jamali M, Ester M (2010) A matrix factorization technique with trust propagation for recommendation in social networks[C]. Proceedings of the fourth ACM conference on Recommender systems: 135\u2013142. https:\/\/doi.org\/10.1145\/1864708.1864736.","DOI":"10.1145\/1864708.1864736"},{"key":"733_CR7","doi-asserted-by":"publisher","first-page":"1","DOI":"10.48550\/arXiv.1511.05493","volume":"9","author":"Y Li","year":"2017","unstructured":"Li, Y., Tarlow, D., Brockschmidt, M., et al. (2017a). Gated graph sequence neural networks[J]. ICLR 4th International Conference on Learning Representations, 9, 1\u201320. https:\/\/doi.org\/10.48550\/arXiv.1511.05493","journal-title":"ICLR 4th International Conference on Learning Representations"},{"key":"733_CR8","doi-asserted-by":"publisher","unstructured":"Li, J., Ren, P., Chen, Z., et al. (2017b) Neural attentive session-based recommendation[C]. Proceedings of the 2017 ACM on Conference on Information and Knowledge Management: 1419\u20131428. https:\/\/doi.org\/10.1145\/3132847.3132926","DOI":"10.1145\/3132847.3132926"},{"key":"733_CR9","doi-asserted-by":"publisher","unstructured":"Li, R., Lin, H., Shi, Y., et al. (2019) SocialST: Social liveness and trust enhancement based social recommendation[C]. 2019 IEEE International Conference on Web Services (ICWS). IEEE: 139\u2013145. https:\/\/doi.org\/10.1109\/ICWS.2019.00033","DOI":"10.1109\/ICWS.2019.00033"},{"issue":"2","key":"733_CR10","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1007\/s10844-021-00684-3","volume":"58","author":"Y Li","year":"2022","unstructured":"Li, Y., Zhan, Z., Li, H., et al. (2022). Interest-aware influence diffusion model for social recommendation[J]. Journal of Intelligent Information Systems, 58(2), 363\u2013377. https:\/\/doi.org\/10.1007\/s10844-021-00684-3","journal-title":"Journal of Intelligent Information Systems"},{"key":"733_CR11","doi-asserted-by":"publisher","first-page":"1296","DOI":"10.1145\/3442381.3449986","volume":"2021","author":"F Liu","year":"2021","unstructured":"Liu, F., Cheng, Z., Zhu, L., et al. (2021). Interest-aware message-passing gcn for recommendation[C]. Proceedings of the Web Conference, 2021, 1296\u20131305. https:\/\/doi.org\/10.1145\/3442381.3449986","journal-title":"Proceedings of the Web Conference"},{"key":"733_CR12","doi-asserted-by":"publisher","unstructured":"Lu, Y., Xie, R., Shi, C., et al. Social influence attentive neural network for friend-enhanced recommendation[C]. Joint European Conference on Machine Learning and Knowledge Discovery in Databases. Springer, Cham, 2020: 3\u201318. https:\/\/doi.org\/10.1007\/978-3-030-67667-4_1","DOI":"10.1007\/978-3-030-67667-4_1"},{"key":"733_CR13","doi-asserted-by":"publisher","unstructured":"Ma, H., Yang, H., Lyu, M. R. et al. (2008) Sorec: Social recommendation using probabilistic matrix factorization[C]. Proceedings of the 17th ACM conference on Information and Knowledge Management: 931\u2013940. https:\/\/doi.org\/10.1145\/1458082.1458205.","DOI":"10.1145\/1458082.1458205"},{"key":"733_CR14","doi-asserted-by":"publisher","unstructured":"Rendle, S., Freudenthaler, C., Gantner, Z., Schmidt-Thieme, L. (2009). BPR: Bayesian personalized ranking from implicit feedback. In Proceedingsof the twenty-fifth conference on uncertainty in artificial intelligence. 2009:452\u2013461. https:\/\/doi.org\/10.48550\/arXiv.1205.2618","DOI":"10.48550\/arXiv.1205.2618"},{"issue":"1","key":"733_CR15","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1109\/TNN.2008.2005605","volume":"20","author":"F Scarselli","year":"2008","unstructured":"Scarselli, F., Gori, M., Tsoi, A. C., et al. (2008). The graph neural network model[J]. IEEE Transactions on Neural Networks, 20(1), 61\u201380. https:\/\/doi.org\/10.1109\/TNN.2008.2005605","journal-title":"IEEE Transactions on Neural Networks"},{"key":"733_CR16","doi-asserted-by":"publisher","first-page":"633","DOI":"10.1007\/s10844-019-00578-5","volume":"54","author":"J Shokeen","year":"2020","unstructured":"Shokeen, J., & Rana, C. (2020). Social recommender systems: techniques, domains, metrics, datasets and future scope. Journal of Intelligent Information System, 54, 633\u2013667. https:\/\/doi.org\/10.1007\/s10844-019-00578-5","journal-title":"Journal of Intelligent Information System"},{"key":"733_CR17","doi-asserted-by":"publisher","unstructured":"Song, W., Xiao, Z., Wang, Y. et al. (2019) Session-based social recommendation via dynamic graph attention networks[C]. Proceedings of the Twelfth ACM International Conference on Web Search and Data Mining: 555\u2013563. https:\/\/doi.org\/10.1145\/3289600.3290989","DOI":"10.1145\/3289600.3290989"},{"key":"733_CR18","doi-asserted-by":"publisher","unstructured":"Song, L., Bi, Y., Yao, M. et al. (2020) DREAM: A Dynamic Relation-Aware Model for Social Recommendation[C]. Proceedings of the 29th ACM International Conference on Information & Knowledge Management: 2225\u20132228. https:\/\/doi.org\/10.48550\/arXiv.2008.04579","DOI":"10.48550\/arXiv.2008.04579"},{"key":"733_CR19","doi-asserted-by":"publisher","first-page":"1","DOI":"10.48550\/arXiv.1710.10903","volume":"2","author":"P Veli\u010dkovi\u0107","year":"2018","unstructured":"Veli\u010dkovi\u0107, P., Cucurull, G., Casanova, A., et al. (2018). Graph attention networks[J]. ICLR 4th International Conference on Learning Representations, 2, 1\u201312. https:\/\/doi.org\/10.48550\/arXiv.1710.10903","journal-title":"ICLR 4th International Conference on Learning Representations"},{"key":"733_CR20","doi-asserted-by":"publisher","unstructured":"Wang, Z., Wei, W., Cong, G., et al. (2020) Global context enhanced graph neural networks for session-based recommendation[C]. Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval: 169\u2013178. https:\/\/doi.org\/10.48550\/arXiv.2106.05081","DOI":"10.48550\/arXiv.2106.05081"},{"issue":"01","key":"733_CR21","doi-asserted-by":"publisher","first-page":"346","DOI":"10.1609\/aaai.v33i01.3301346","volume":"33","author":"S Wu","year":"2019","unstructured":"Wu, S., Tang, Y., Zhu, Y., et al. (2019a). Session-based recommendation with graph neural networks[C]. Proceedings of the AAAI Conference on Artificial Intelligence., 33(01), 346\u2013353. https:\/\/doi.org\/10.1609\/aaai.v33i01.3301346","journal-title":"Proceedings of the AAAI Conference on Artificial Intelligence."},{"key":"733_CR22","doi-asserted-by":"publisher","unstructured":"Wu, L., Sun, P., Fu, Y., et al. (2019b) A neural influence diffusion model for social recommendation[C]. Proceedings of the 42nd international ACM SIGIR Conference on Research and Development in Information Retrieval: 235\u2013244. https:\/\/doi.org\/10.1145\/3331184.3331214","DOI":"10.1145\/3331184.3331214"},{"issue":"1","key":"733_CR23","doi-asserted-by":"publisher","first-page":"4","DOI":"10.48550\/arXiv.1901.00596","volume":"32","author":"Z Wu","year":"2020","unstructured":"Wu, Z., Pan, S., Chen, F., et al. (2020a). A comprehensive survey on graph neural networks[J]. IEEE transactions on Neural Networks and Learning Systems, 32(1), 4\u201324. https:\/\/doi.org\/10.48550\/arXiv.1901.00596","journal-title":"IEEE transactions on Neural Networks and Learning Systems"},{"key":"733_CR24","doi-asserted-by":"publisher","unstructured":"Wu, L., Li, J., Sun, P. et al. (2020b) Diffnet++: A neural influence and interest diffusion network for social recommendation[J]. IEEE Transactions on Knowledge and Data Engineering (1):1\u20131. https:\/\/doi.org\/10.48550\/arXiv.2002.00844","DOI":"10.48550\/arXiv.2002.00844"},{"key":"733_CR25","doi-asserted-by":"publisher","unstructured":"Yu, F., Zhu, Y., Liu, Q., et al. (2020) TAGNN: Target attentive graph neural networks for session-based recommendation[C]. Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (5): 1921\u20131924. https:\/\/doi.org\/10.1145\/3397271.3401319","DOI":"10.1145\/3397271.3401319"},{"issue":"9","key":"733_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.48550\/arXiv.1910.08887","volume":"31","author":"M Zhang","year":"2020","unstructured":"Zhang, M., Wu, S., Gao, M., et al. (2020). Personalized graph neural networks with attention mechanism for session-aware recommendation[J]. IEEE Transactions on Knowledge and Data Engineering, 31(9), 1\u201312. https:\/\/doi.org\/10.48550\/arXiv.1910.08887","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"733_CR27","doi-asserted-by":"publisher","unstructured":"Zhao, T., McAuley, J., King, I. (2014) Leveraging social connectionsto improve personalized ranking for collaborative filtering [C]. In Proceedings of the 23rd ACM International Conference on Information and Knowledge Management: 261\u2013270. https:\/\/doi.org\/10.1145\/2661829.2661998.","DOI":"10.1145\/2661829.2661998"}],"container-title":["Journal of Intelligent Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10844-022-00733-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10844-022-00733-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10844-022-00733-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,17]],"date-time":"2023-02-17T05:58:26Z","timestamp":1676613506000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10844-022-00733-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8,19]]},"references-count":27,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2023,2]]}},"alternative-id":["733"],"URL":"https:\/\/doi.org\/10.1007\/s10844-022-00733-5","relation":{},"ISSN":["0925-9902","1573-7675"],"issn-type":[{"value":"0925-9902","type":"print"},{"value":"1573-7675","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,8,19]]},"assertion":[{"value":"6 June 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 July 2022","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 July 2022","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 August 2022","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}