{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T14:00:54Z","timestamp":1760709654862},"reference-count":30,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2018,7,9]],"date-time":"2018-07-09T00:00:00Z","timestamp":1531094400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Intell Inf Syst"],"published-print":{"date-parts":[[2019,4]]},"DOI":"10.1007\/s10844-018-0513-8","type":"journal-article","created":{"date-parts":[[2018,7,9]],"date-time":"2018-07-09T04:46:00Z","timestamp":1531111560000},"page":"239-268","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["ISoTrustSeq: a social recommender system based on implicit interest, trust and sequential behaviors of users using matrix factorization"],"prefix":"10.1007","volume":"52","author":[{"given":"Vahideh","family":"Nobahari","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mehrdad","family":"Jalali","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Seyyed Javad","family":"Seyyed Mahdavi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,7,9]]},"reference":[{"key":"513_CR1","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1016\/j.knosys.2013.03.012","volume":"46","author":"J Bobadilla","year":"2013","unstructured":"Bobadilla, J., Ortega, F., Hernando, A., Guti\u00e9rrez, A. (2013). Recommender systems survey. Knowledge-Based Systems, 46, 109\u2013132. Elsevier B.V.","journal-title":"Knowledge-Based Systems"},{"key":"513_CR2","doi-asserted-by":"crossref","unstructured":"Bottou, L. (2010). Large-scale machine learning with stochastic gradient descent. In Proceedings of the International Conference on Computer Statistics.","DOI":"10.1007\/978-3-7908-2604-3_16"},{"key":"513_CR3","unstructured":"Ford, J., Makedon, F., Pearlman, J. (2005). Using singular value decomposition approximation for collaborative filtering. In 7th IEEE International Conference on E-Commerce Technology (pp. 257\u2013264)."},{"key":"513_CR4","volume-title":"Data mining \u2013 consepts and techniques, edition S","author":"J Han","year":"2006","unstructured":"Han, J., Kamber, M., Pei, J. (2006). Data mining \u2013 consepts and techniques, edition S. San Francisco: Morgan Kaufmann of Elsevier."},{"key":"513_CR5","doi-asserted-by":"crossref","unstructured":"Hofmann, T. (2003). Collaborative filtering via gaussian probabilistic latent semantic analysis. In Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development Informaion Retrieval (pp. 259\u2013266).","DOI":"10.1145\/860435.860483"},{"key":"513_CR6","doi-asserted-by":"crossref","unstructured":"Jamali, M. (2010). A Matrix Factorization Technique with Trust Propagation for Recommendation in Social Networks Categories and Subject Descriptors. In The fourth ACM conference on Recommender systems. no. 978\u20131\u201360558\u2013906\u20130 (pp. 135\u2013142).","DOI":"10.1145\/1864708.1864736"},{"key":"513_CR7","unstructured":"Kadie, C., Breese, J.S., Heckerman, D. (1998). Empirical analysis of predictive algorithms for collaborative filtering. In UAI-Fourteenth conference on Uncertainty in artificial intelligence (pp. 43\u201352)."},{"issue":"3","key":"513_CR8","doi-asserted-by":"publisher","first-page":"491","DOI":"10.1007\/s10115-013-0710-2","volume":"39","author":"R Kannan","year":"2013","unstructured":"Kannan, R., Ishteva, M., Park, H. (2013). Bounded matrix factorization for recommender system. Knowledge Information Systems, 39(3), 491\u2013511.","journal-title":"Knowledge Information Systems"},{"issue":"8","key":"513_CR9","first-page":"30","volume":"42","author":"Y Koren","year":"2009","unstructured":"Koren, Y., Bell, R., Volinsky, C. (2009). Matrix factorization techniques for recommender systems. Computer (Long Beach California), 42(8), 30\u201337.","journal-title":"Computer (Long Beach California)"},{"key":"513_CR10","doi-asserted-by":"publisher","first-page":"80","DOI":"10.1007\/978-3-319-22186-1_8","volume":"9226","author":"B Li","year":"2015","unstructured":"Li, B., Tian, B.-B., Liu, J. (2015). A Novel Probabilistic Matrix Factorization Recommendation Algorithm Using Social Reliable Similarity Propagation. Intelligence Computing Theory Methodology, 9226, 80\u201391.","journal-title":"Intelligence Computing Theory Methodology"},{"key":"513_CR11","unstructured":"Ma, H., Yang, H., Lyu, M.R., King, I. (2008). S\n                           o\n                           R\n                           e\n                           c: Social recommendation using probabilistic matrix factorization. In Proceeding of the 17th ACM Conference on Information Knowledge Management vol. 08 (pp. 0\u20139)."},{"key":"513_CR12","unstructured":"Ma, H., King, I., Lyu, M.R. (2011). Learning to Recommend with Social Trust Ensemble. In SIGIR \u201909 Proceedings of the 32nd International ACM SIGIR Conference (pp. 203\u2013210)."},{"key":"513_CR13","doi-asserted-by":"crossref","unstructured":"Ma, H., Zhou, D., Liu, C., Lyu, M.R. (2011). Recommender systems with social regularization. In Proceedings of the fourth ACM International Conference on Web Search Data Mining, no. 978\u20131\u20134503\u20130493\u20131 (pp. 287\u2013296).","DOI":"10.1145\/1935826.1935877"},{"key":"513_CR14","doi-asserted-by":"crossref","unstructured":"Matuszyk, P., Vinagre, J., Spiliopoulou, M., Jorge, A. M., Gama, J. (2015). Forgetting methods for incremental matrix factorization in recommender systems. In Proceedings of the 30th Annual ACM Symposium on Applied Computing - SAC \u201915 (pp. 947\u2013953).","DOI":"10.1145\/2695664.2695820"},{"key":"513_CR15","doi-asserted-by":"crossref","unstructured":"Oh, J., & Han, W. (2015). Fast and robust parallel SGD matrix factorization. In KDD \u201915 Proceedings of the 21th ACM SIGKDD, The International Conference on Knowledge Discovery and Data Mining (pp. 865\u2013874).","DOI":"10.1145\/2783258.2783322"},{"issue":"7","key":"513_CR16","doi-asserted-by":"publisher","first-page":"1763","DOI":"10.1109\/TKDE.2013.168","volume":"26","author":"X Qian","year":"2014","unstructured":"Qian, X., Feng, H., Zhao, G., Mei, T., Member, S. (2014). Personalized recommendation combining user interest and social circle. IEEE Transactions on Knowledge and Data Engineering, 26(7), 1763\u20131777.","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"513_CR17","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1016\/j.swevo.2013.08.003","volume":"14","author":"C Rana","year":"2014","unstructured":"Rana, C., & Jain, S.K. (2014). An evolutionary clustering algorithm based on temporal features for dynamic recommender systems. Swarm and Evolutionary Computation, 14, 21\u201330.","journal-title":"Swarm and Evolutionary Computation"},{"key":"513_CR18","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1007\/s12532-013-0053-8","volume":"5","author":"RCB Recht","year":"2013","unstructured":"Recht, R.C.B. (2013). Parallel stochastic gradient algorithms for large-scale matrix completion. Mathematical Programming Computation, 5, 201\u2013226.","journal-title":"Mathematical Programming Computation"},{"key":"513_CR19","unstructured":"Salakhutdinov, R., & Mnih, A. (2008). Probabilistic matrix factorization. Neural Information Processing System, 1\u20138."},{"issue":"3","key":"513_CR20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2009\/421425","volume":"2009","author":"X Su","year":"2009","unstructured":"Su, X., & Khoshgoftaar, T.M. (2009). A survey of collaborative filtering techniques. Advances in Artificial Intelligence, 2009(3), 1\u201319.","journal-title":"Advances in Artificial Intelligence"},{"key":"513_CR21","unstructured":"Way, O.M. (2013). An Experimental Study on Implicit Social Recommendation. In 36th international ACM SIGIR conference on Research and development in information retrieval (pp. 73\u201382)."},{"key":"513_CR22","doi-asserted-by":"crossref","unstructured":"Wu, L., Chen, E., Liu, Q., Xu, L., Bao, T., Zhang, L. (2012). Leveraging tagging for neighborhood-aware probabilistic matrix factorization. In 21st ACM international conference on Information and knowledge management (pp. 1854\u20131858).","DOI":"10.1145\/2396761.2398531"},{"issue":"4","key":"513_CR23","doi-asserted-by":"publisher","first-page":"642","DOI":"10.1109\/TPDS.2012.192","volume":"24","author":"X Yang","year":"2013","unstructured":"Yang, X., Member, S., Guo, Y., Liu, Y. (2013). Bayesian-inference-based recommendation in online social networks. IEEE Transactions on Parallel and Distributed Systems, 24(4), 642\u2013651.","journal-title":"IEEE Transactions on Parallel and Distributed Systems"},{"key":"513_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.comcom.2013.06.009","volume":"41","author":"X Yang","year":"2014","unstructured":"Yang, X., Guo, Y., Liu, Y., Steck, H. (2014). A survey of collaborative filtering based social recommender systems. Computer Communications, 41, 1\u201310.","journal-title":"Computer Communications"},{"issue":"3","key":"513_CR25","doi-asserted-by":"publisher","first-page":"793","DOI":"10.1007\/s10115-013-0682-2","volume":"41","author":"H-F Yu","year":"2013","unstructured":"Yu, H.-F., Hsieh, C.-J., Si, S., Dhillon, I.S. (2013). Parallel matrix factorization for recommender systems. Knowledge Information Systems, 41(3), 793\u2013819.","journal-title":"Knowledge Information Systems"},{"key":"513_CR26","first-page":"26","volume":"21","author":"LI Yu-sheng","year":"2014","unstructured":"Yu-sheng, L.I., Mei-na, S., Jun-de, S. (2014). Social recommendation algorithm fusing user interest social network. The Journal of China Universities of Posts and Telecommunications, 21, 26\u201333.","journal-title":"The Journal of China Universities of Posts and Telecommunications"},{"issue":"8","key":"513_CR27","doi-asserted-by":"publisher","first-page":"79","DOI":"10.14257\/ijca.2014.7.8.08","volume":"7","author":"Z Zhang","year":"2014","unstructured":"Zhang, Z., & Liu, H. (2014). Application and research of improved probability matrix factorization techniques in collaborative filtering. International Journal of Control, Automation and Systems, 7(8), 79\u201392.","journal-title":"International Journal of Control, Automation and Systems"},{"issue":"3","key":"513_CR28","doi-asserted-by":"publisher","first-page":"695","DOI":"10.1007\/s10489-015-0681-y","volume":"43","author":"Z Zhang","year":"2015","unstructured":"Zhang, Z., & Liu, H. (2015). Social recommendation model combining trust propagation and sequential behaviors. Applied Intelligence, 43(3), 695\u2013706.","journal-title":"Applied Intelligence"},{"key":"513_CR29","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1016\/j.physa.2013.11.024","volume":"396","author":"C Zhang","year":"2013","unstructured":"Zhang, C., Zhang, Z., Yu, L., Liu, C., Liu, H. (2013). Information filtering via collaborative user clustering modeling. Physica A, 396, 195\u2013203.","journal-title":"Physica A"},{"key":"513_CR30","unstructured":"Zhang, Y., Chen, M., Huang, D., Wu, D., Li, Y. (2016). iDoctor: Personalized and professionalized medical recommendations based on hybrid matrix factorization, Future Generation Computer Systems, p. In Press."}],"container-title":["Journal of Intelligent Information Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10844-018-0513-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10844-018-0513-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10844-018-0513-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,7,8]],"date-time":"2019-07-08T23:25:17Z","timestamp":1562628317000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10844-018-0513-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7,9]]},"references-count":30,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2019,4]]}},"alternative-id":["513"],"URL":"https:\/\/doi.org\/10.1007\/s10844-018-0513-8","relation":{},"ISSN":["0925-9902","1573-7675"],"issn-type":[{"value":"0925-9902","type":"print"},{"value":"1573-7675","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,7,9]]},"assertion":[{"value":"18 May 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 April 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 June 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 July 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}