{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T22:25:25Z","timestamp":1740176725204,"version":"3.37.3"},"reference-count":37,"publisher":"Springer Science and Business Media LLC","issue":"3-4","license":[{"start":{"date-parts":[[2016,7,19]],"date-time":"2016-07-19T00:00:00Z","timestamp":1468886400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100002920","name":"Research Grants Council, University Grants Committee","doi-asserted-by":"publisher","award":["14201814"],"award-info":[{"award-number":["14201814"]}],"id":[{"id":"10.13039\/501100002920","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61402297"],"award-info":[{"award-number":["61402297"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Data Sci Anal"],"published-print":{"date-parts":[[2016,11]]},"DOI":"10.1007\/s41060-016-0015-0","type":"journal-article","created":{"date-parts":[[2016,7,19]],"date-time":"2016-07-19T13:48:56Z","timestamp":1468936136000},"page":"165-175","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Social-group-based ranking algorithms for cold-start video recommendation"],"prefix":"10.1007","volume":"1","author":[{"given":"Chunfeng","family":"Yang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yipeng","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Liang","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaopeng","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dah Ming","family":"Chiu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,7,19]]},"reference":[{"issue":"6","key":"15_CR1","doi-asserted-by":"crossref","first-page":"734","DOI":"10.1109\/TKDE.2005.99","volume":"17","author":"G Adomavicius","year":"2005","unstructured":"Adomavicius, G., Tuzhilin, A.: Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions. IEEE Trans. Knowl. Data Eng. 17(6), 734\u2013749 (2005)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"issue":"4","key":"15_CR2","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1109\/MITP.2009.76","volume":"11","author":"O Arazy","year":"2009","unstructured":"Arazy, O., Kumar, N., Shapira, B.: Improving social recommender systems. IT Prof. 11(4), 38\u201344 (2009)","journal-title":"IT Prof."},{"issue":"9","key":"15_CR3","first-page":"455","volume":"11","author":"O Arazy","year":"2010","unstructured":"Arazy, O., Kumar, N., Shapira, B.: A theory-driven design framework for social recommender systems. J. Assoc. Inf. Syst. 11(9), 455\u2013490 (2010)","journal-title":"J. Assoc. Inf. Syst."},{"key":"15_CR4","doi-asserted-by":"crossref","unstructured":"Baltrunas, L., Makcinskas, T., Ricci, F.: Group recommendations with rank aggregation and collaborative filtering. In: Proceedings of the Fourth ACM Conference on Recommender Systems, pp. 119\u2013126. ACM (2010)","DOI":"10.1145\/1864708.1864733"},{"key":"15_CR5","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1016\/j.knosys.2011.07.021","volume":"26","author":"J Bobadilla","year":"2012","unstructured":"Bobadilla, J., Ortega, F., Hernando, A., Bernal, J.: A collaborative filtering approach to mitigate the new user cold start problem. Knowl.-Based Syst. 26, 225\u2013238 (2012)","journal-title":"Knowl.-Based Syst."},{"key":"15_CR6","unstructured":"Coefficient, G.: http:\/\/en.wikipedia.org\/wiki\/gini"},{"key":"15_CR7","doi-asserted-by":"crossref","unstructured":"Davidson, J., Liebald, B., Liu, J., Nandy, P., Van\u00a0Vleet, T., Gargi, U., Gupta, S., He, Y., Lambert, M., Livingston, B., et\u00a0al.: The youtube video recommendation system. In: Proceedings of the Fourth ACM Conference on Recommender Systems, pp. 293\u2013296. ACM (2010)","DOI":"10.1145\/1864708.1864770"},{"key":"15_CR8","doi-asserted-by":"crossref","unstructured":"Dell\u2019Amico, M., Capra, L.: Sofia: Social filtering for robust recommendations. In: IFIP International Conference on Trust Management, pp. 135\u2013150. Springer (2008)","DOI":"10.1007\/978-0-387-09428-1_9"},{"key":"15_CR9","doi-asserted-by":"crossref","unstructured":"Doersch, C., Singh, S., Gupta, A., Sivic, J., Efros, A.: What makes paris look like paris? ACM Trans. Graph. (Proc. SIGGRAPH) 31(4), 1\u20139 (2012)","DOI":"10.1145\/2185520.2185597"},{"issue":"2","key":"15_CR10","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1177\/0092070398262001","volume":"26","author":"MC Gilly","year":"1998","unstructured":"Gilly, M.C., Graham, J.L., Wolfinbarger, M.F., Yale, L.J.: A dyadic study of interpersonal information search. J. Acad. Mark. Sci. 26(2), 83\u2013100 (1998)","journal-title":"J. Acad. Mark. Sci."},{"key":"15_CR11","unstructured":"evaluation\u00a0at Google, S.: http:\/\/googleblog.blogspot.hk\/2008\/09\/search-evaluation-at-google.html"},{"key":"15_CR12","doi-asserted-by":"crossref","unstructured":"Hu, Y., Koren, Y., Volinsky, C.: Collaborative filtering for implicit feedback datasets. In: Eighth IEEE International Conference on Data Mining, 2008. ICDM\u201908, pp. 263\u2013272. IEEE (2008)","DOI":"10.1109\/ICDM.2008.22"},{"key":"15_CR13","doi-asserted-by":"crossref","unstructured":"Jamali, M., Ester, M.: Trustwalker: a random walk model for combining trust-based and item-based recommendation. In: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 397\u2013406. ACM (2009)","DOI":"10.1145\/1557019.1557067"},{"key":"15_CR14","doi-asserted-by":"crossref","unstructured":"Jamali, M., Ester, M.: A matrix factorization technique with trust propagation for recommendation in social networks. In: Proceedings of the Fourth ACM Conference on Recommender Systems, pp. 135\u2013142. ACM (2010)","DOI":"10.1145\/1864708.1864736"},{"key":"15_CR15","doi-asserted-by":"crossref","unstructured":"Jameson, A., Smyth, B.: Recommendation to groups. In: The Adaptive Web, pp. 596\u2013627. Springer (2007)","DOI":"10.1007\/978-3-540-72079-9_20"},{"key":"15_CR16","doi-asserted-by":"crossref","unstructured":"Koren, Y.: Factorization meets the neighborhood: a multifaceted collaborative filtering model. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 426\u2013434. ACM (2008)","DOI":"10.1145\/1401890.1401944"},{"key":"15_CR17","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1109\/MC.2009.263","volume":"8","author":"Y Koren","year":"2009","unstructured":"Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 8, 30\u201337 (2009)","journal-title":"Computer"},{"issue":"11","key":"15_CR18","doi-asserted-by":"crossref","first-page":"1477","DOI":"10.1287\/mnsc.1030.0136","volume":"50","author":"DZ Levin","year":"2004","unstructured":"Levin, D.Z., Cross, R.: The strength of weak ties you can trust: the mediating role of trust in effective knowledge transfer. Manag. Sci. 50(11), 1477\u20131490 (2004)","journal-title":"Manag. Sci."},{"issue":"1","key":"15_CR19","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1073\/pnas.1109739109","volume":"109","author":"K Lewis","year":"2012","unstructured":"Lewis, K., Gonzalez, M., Kaufman, J.: Social selection and peer influence in an online social network. Proc. Natl. Acad. Sci. 109(1), 68\u201372 (2012)","journal-title":"Proc. Natl. Acad. Sci."},{"issue":"7","key":"15_CR20","doi-asserted-by":"crossref","first-page":"4772","DOI":"10.1016\/j.eswa.2009.12.061","volume":"37","author":"F Liu","year":"2010","unstructured":"Liu, F., Lee, H.J.: Use of social network information to enhance collaborative filtering performance. Expert Syst. Appl. 37(7), 4772\u20134778 (2010)","journal-title":"Expert Syst. Appl."},{"key":"15_CR21","doi-asserted-by":"crossref","unstructured":"Lops, P., De\u00a0Gemmis, M., Semeraro, G.: Content-based recommender systems: state of the art and trends. In: Recommender Systems Handbook, pp. 73\u2013105. Springer (2011)","DOI":"10.1007\/978-0-387-85820-3_3"},{"key":"15_CR22","doi-asserted-by":"crossref","unstructured":"Ma, N., Lim, E.P., Nguyen, V.A., Sun, A., Liu, H.: Trust relationship prediction using online product review data. In: Proceedings of the 1st ACM International Workshop on Complex Networks Meet Information & Knowledge Management, pp. 47\u201354. ACM (2009)","DOI":"10.1145\/1651274.1651284"},{"key":"15_CR23","unstructured":"Report, T.: http:\/\/www.tencent.com\/en-us\/content\/at\/2015\/attachments\/20150812.pdf (2015)"},{"key":"15_CR24","unstructured":"Sahebi, S., Cohen, W.W.: Community-based recommendations: a solution to the cold start problem. In: Workshop on Recommender Systems and the Social Web, RSWEB (2011)"},{"issue":"2","key":"15_CR25","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1177\/0049124111404820","volume":"40","author":"CR Shalizi","year":"2011","unstructured":"Shalizi, C.R., Thomas, A.C.: Homophily and contagion are generically confounded in observational social network studies. Sociol. Methods Res. 40(2), 211\u2013239 (2011)","journal-title":"Sociol. Methods Res."},{"key":"15_CR26","unstructured":"Shoval, P., Maidel, V., Shapira, B.: An ontology-content-based filtering method. Institute of Information Theories and Applications FOI ITHEA (2008)"},{"key":"15_CR27","doi-asserted-by":"crossref","unstructured":"Smith, D., Menon, S., Sivakumar, K.: Online peer and editorial recommendations, trust, and choice in virtual markets. J. Interact. Mark. 19(3), 15\u201337 (2005)","DOI":"10.1002\/dir.20041"},{"key":"15_CR28","first-page":"4","volume":"2009","author":"X Su","year":"2009","unstructured":"Su, X., Khoshgoftaar, T.M.: A survey of collaborative filtering techniques. Adv. Artif. Intell. 2009, 4 (2009)","journal-title":"Adv. Artif. Intell."},{"issue":"4","key":"15_CR29","doi-asserted-by":"crossref","first-page":"1113","DOI":"10.1007\/s13278-013-0141-9","volume":"3","author":"J Tang","year":"2013","unstructured":"Tang, J., Hu, X., Liu, H.: Social recommendation: a review. Soc. Netw. Anal. Min. 3(4), 1113\u20131133 (2013)","journal-title":"Soc. Netw. Anal. Min."},{"key":"15_CR30","unstructured":"Tang, L., Wang, X., Liu, H.: Understanding emerging social structures\u2014a group profiling approach. School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Technical Report TR-10-002 (2010)"},{"key":"15_CR31","doi-asserted-by":"crossref","unstructured":"Wen, Z., Lin, C.Y.: On the quality of inferring interests from social neighbors. In: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 373\u2013382. ACM (2010)","DOI":"10.1145\/1835804.1835853"},{"key":"15_CR32","doi-asserted-by":"crossref","unstructured":"Xu, B., Bu, J., Chen, C., Cai, D.: An exploration of improving collaborative recommender systems via user-item subgroups. In: Proceedings of the 21st International Conference on World Wide Web, pp. 21\u201330. ACM (2012)","DOI":"10.1145\/2187836.2187840"},{"key":"15_CR33","doi-asserted-by":"crossref","unstructured":"Yang, C., Zhou, Y., Chen, L., Zhang, X., Chiu, D.M.: Social group based video recommendation addressing the cold-start problem. In: Pacific-Asia Conference on Knowledge Discovery and Data Mining, pp. 515\u2013527. Springer (2016)","DOI":"10.1007\/978-3-319-31750-2_41"},{"key":"15_CR34","doi-asserted-by":"crossref","unstructured":"Yang, X., Steck, H., Liu, Y.: Circle-based recommendation in online social networks. In: Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1267\u20131275. ACM (2012)","DOI":"10.1145\/2339530.2339728"},{"key":"15_CR35","doi-asserted-by":"crossref","unstructured":"Yao, L., Sheng, Q.Z., Segev, A., Yu, J.: Recommending web services via combining collaborative filtering with content-based features. In: 2013 IEEE 20th International Conference on Web Services (ICWS), pp. 42\u201349. IEEE (2013)","DOI":"10.1109\/ICWS.2013.16"},{"key":"15_CR36","doi-asserted-by":"crossref","unstructured":"Zhou, K., Yang, S.H., Zha, H.: Functional matrix factorizations for cold-start recommendation. In: Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 315\u2013324. ACM (2011)","DOI":"10.1145\/2009916.2009961"},{"issue":"2","key":"15_CR37","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1016\/j.dss.2006.11.003","volume":"43","author":"CN Ziegler","year":"2007","unstructured":"Ziegler, C.N., Golbeck, J.: Investigating interactions of trust and interest similarity. Decis. Support Syst. 43(2), 460\u2013475 (2007)","journal-title":"Decis. Support Syst."}],"container-title":["International Journal of Data Science and Analytics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s41060-016-0015-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s41060-016-0015-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s41060-016-0015-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,11]],"date-time":"2019-09-11T07:11:52Z","timestamp":1568185912000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s41060-016-0015-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,7,19]]},"references-count":37,"journal-issue":{"issue":"3-4","published-print":{"date-parts":[[2016,11]]}},"alternative-id":["15"],"URL":"https:\/\/doi.org\/10.1007\/s41060-016-0015-0","relation":{},"ISSN":["2364-415X","2364-4168"],"issn-type":[{"type":"print","value":"2364-415X"},{"type":"electronic","value":"2364-4168"}],"subject":[],"published":{"date-parts":[[2016,7,19]]}}}