{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,5]],"date-time":"2026-10-05T15:42:21Z","timestamp":1791214941628,"version":"4.1.0"},"reference-count":45,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2011,5,12]],"date-time":"2011-05-12T00:00:00Z","timestamp":1305158400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Artif Intell Rev"],"published-print":{"date-parts":[[2012,2]]},"DOI":"10.1007\/s10462-011-9222-1","type":"journal-article","created":{"date-parts":[[2011,5,11]],"date-time":"2011-05-11T03:17:14Z","timestamp":1305083834000},"page":"119-132","source":"Crossref","is-referenced-by-count":136,"title":["The state-of-the-art in personalized recommender systems for social networking"],"prefix":"10.1007","volume":"37","author":[{"given":"Xujuan","family":"Zhou","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yue","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuefeng","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Audun","family":"Josang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Clive","family":"Cox","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2011,5,12]]},"reference":[{"issue":"6","key":"9222_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 (2005) 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","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"9222_CR2","doi-asserted-by":"crossref","unstructured":"Andersen R, Borgs C, Chayes J, Feige U, Flaxman A, Kalai A, Mirrokni V, Tennenholtz M (2008) Trust-based recommendation systems: an axiomatic approach. In: Proceeding of the 17th international conference on World Wide Web. ACM, New York, WWW \u201908, pp 199\u2013208","DOI":"10.1145\/1367497.1367525"},{"key":"9222_CR3","doi-asserted-by":"crossref","unstructured":"Avesani P, Paolo M, Roberto T (2005) A trust-enhanced recommender system application: Moleskiing. In: SAC \u201905: Proceedings of the 2005 ACM symposium on applied computing. ACM, Santa Fe, pp 1589\u20131593","DOI":"10.1145\/1066677.1067036"},{"key":"9222_CR4","unstructured":"Bedi P, Kaur H, Marwaha S (2007) Trust based recommender system for the semantic web. In: IJCAI\u201907: Proceedings of the 20th international joint conference on artifical intelligence, Morgan Kaufmann Publishers Inc., San Francisco, pp 2677\u20132682"},{"key":"9222_CR5","first-page":"43","volume-title":"Empirical analysis of predictive algorithms for collaborative filtering","author":"JS Breese","year":"1998","unstructured":"Breese JS, Heckerman D, Kadie C (1998) Empirical analysis of predictive algorithms for collaborative filtering. Morgan Kaufmann, Massachusetts, pp 43\u201352"},{"key":"9222_CR6","doi-asserted-by":"crossref","unstructured":"Ding X, Liu B, Yu PS (2008) A holistic lexicon-based approach to opinion mining. In: Proceedings of the conference on Web search and Web data mining (WSDM\u201908). ACM, Palo Alto, pp 231\u2013240","DOI":"10.1145\/1341531.1341561"},{"key":"9222_CR7","doi-asserted-by":"crossref","unstructured":"Gamon M, Aue A, Corston-Oliver S, Ringger E (2005) Pulse: mining customer opinions from free text. pp 121\u2013132","DOI":"10.1007\/11552253_12"},{"key":"9222_CR8","doi-asserted-by":"crossref","unstructured":"Gauch S, Speretta M, Chandramouli A, Micarelli A (2007) User profiles for personalized information access. The Adaptive Web, vol 4321\/2007. pp 54\u201389","DOI":"10.1007\/978-3-540-72079-9_2"},{"key":"9222_CR9","doi-asserted-by":"crossref","unstructured":"Golbeck J (2006) Generating predictive movie recommendations from trust in social networks. In: Proceccdings of the 4th international conference on trust management. Springer, Pisa, pp 93\u2013104","DOI":"10.21236\/ADA447900"},{"issue":"4","key":"9222_CR10","doi-asserted-by":"crossref","first-page":"497","DOI":"10.1145\/1183463.1183470","volume":"6","author":"J Golbeck","year":"2006","unstructured":"Golbeck J, Hendler J (2006) Inferring binary trust relationships in web-based social networks. ACM Trans Inter Technol 6(4): 497\u2013529","journal-title":"ACM Trans Inter Technol"},{"key":"9222_CR11","doi-asserted-by":"crossref","unstructured":"Guha R, Kumar R, Raghavan P, Tomkins A (2004) Propagation of trust and distrust. In: Proceedings of the 13th international conference on World Wide Web. ACM Press, New York, pp 403\u2013412","DOI":"10.1145\/988672.988727"},{"key":"9222_CR12","doi-asserted-by":"crossref","unstructured":"Halpin H, Robu V, Shepherd H (2007) The complex dynamics of collaborative tagging. In: Proceedings of the 16th international conference on World Wide Web. ACM, New York, pp 211\u2013220","DOI":"10.1145\/1242572.1242602"},{"key":"9222_CR13","unstructured":"Heymann P, Koutrika G, Garcia-Molina H (2008) Can social bookmarking improve web search? In: Proceedings of the international conference on Web search and web data mining. ACM, New York, pp 195\u2013206"},{"key":"9222_CR14","unstructured":"Hoffman T (2008) Online reputation management is hot\u2014but is it ethical? ComputerWorld"},{"key":"9222_CR15","doi-asserted-by":"crossref","unstructured":"Jensen C, Davis J, Farnham S (2002) Finding others online: reputation systems for social online spaces. In: CHI \u201902: Proceedings of the SIGCHI conference on human factors in computing systems. ACM Press, New York, pp 447\u2013454","DOI":"10.1145\/503376.503456"},{"key":"9222_CR16","doi-asserted-by":"crossref","unstructured":"J\u00f8sang A, Bhuiyan T (2008) Optimal trust network analysis with subjective logic. In: SECURWARE \u201908: Proceedings of the 2008 second international conference on emerging security information, systems and technologies. IEEE Computer Society, Washington, DC, pp 179\u2013184","DOI":"10.1109\/SECURWARE.2008.64"},{"key":"9222_CR17","unstructured":"J\u00f8sang A, Hayward R, Pope S (2006) Trust network analysis with subjective logic. In: ACSC \u201906: Proceedings of the 29th Australasian Computer Science Conference, Australian Computer Society, Inc., Darlinghurst, Australia, Australia, pp 85\u201394"},{"key":"9222_CR18","unstructured":"Joshi M, Belsare N (2006) Blogharvest: Blog mining and search framework. In: International conference on management of data. Computer Society of India, Delhi, pp 226\u2013229"},{"issue":"2","key":"9222_CR19","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1145\/959258.959260","volume":"37","author":"D Kelly","year":"2003","unstructured":"Kelly D, Teevan J (2003) Implicit feedback for inferring user preference: a bibliography. SIGIR Forum 37(2): 18\u201328","journal-title":"SIGIR Forum"},{"key":"9222_CR20","doi-asserted-by":"crossref","unstructured":"Liang H, Xu Y, Li Y, Nayak R, Weng L (2009) Personalized recommender systems integrating social tags and item taxonomy. In: Proceedings of the 2009 IEEE\/WIC\/ACM international joint conference on Web intelligence and intelligent agent technology. IEEE Computer Society, Washington, DC, pp 540\u2013547","DOI":"10.1109\/WI-IAT.2009.89"},{"key":"9222_CR21","unstructured":"Lueg C (1997) Social filtering and social reality. In: In Proceedings of the 5th DELOS workshop on filtering and collaborative filtering. ERCIM Press, pp 10\u201312"},{"key":"9222_CR22","doi-asserted-by":"crossref","unstructured":"Ma H, King I, Lyu MR (2009) Learning to recommend with social trust ensemble. In: SIGIR \u201909: Proceedings of the 32nd international ACM SIGIR conference on research and development in information retrieval. ACM, New York, pp 203\u2013210","DOI":"10.1145\/1571941.1571978"},{"key":"9222_CR23","doi-asserted-by":"crossref","unstructured":"Massa P, Avesani P (2007) Trust-aware recommender systems. In: RecSys \u201907: Proceedings of the 2007 ACM conference on recommender systems, ACM, New York, pp 17\u201324","DOI":"10.1145\/1297231.1297235"},{"key":"9222_CR24","doi-asserted-by":"crossref","unstructured":"Massa P, Bhattacharjee B (2004) Using trust in recommender systems: an experimental analysis. In: Proceedings of iTrust2004 international conference. pp 221\u2013235","DOI":"10.1007\/978-3-540-24747-0_17"},{"issue":"(3","key":"9222_CR25","doi-asserted-by":"crossref","first-page":"709","DOI":"10.5465\/amr.1995.9508080335","volume":"20","author":"RC Mayer","year":"1995","unstructured":"Mayer RC, Davis JH, Schoorman DF (1995) An integrative model of organizational trust. Acad Manag Rev 20((3): 709\u2013734","journal-title":"Acad Manag Rev"},{"key":"9222_CR26","unstructured":"Mooney RJ, Roy L (2002) Content-based book recommending using learning for text categorization. In: Proceedings of 5th ACM conference on digital libraries. ACM Press, San Antonio, pp 195\u2013204"},{"key":"9222_CR27","doi-asserted-by":"crossref","unstructured":"Morita M, Shinoda Y (1994) Information filtering based on user behavior analysis and best match text retrieval. Proceedings of SIGIR \u201994. ACM, pp 272\u2013281","DOI":"10.1007\/978-1-4471-2099-5_28"},{"key":"9222_CR28","unstructured":"Mui L, Mohtashemi M (2002) A computational model of trust and reputation. In: Proceedings of the 35th Hawaii international conference on system science (HICSS)"},{"key":"9222_CR29","doi-asserted-by":"crossref","unstructured":"O\u2019Donovan J, Smyth B (2005) Trust in recommender systems. In: IUI \u201905: Proceedings of the 10th international conference on intelligent user interfaces. ACM, New York, pp 167\u2013174","DOI":"10.1145\/1040830.1040870"},{"key":"9222_CR30","unstructured":"Olmedilla D, Rana OF, Matthews B, Nejdl W (2005) Security and trust issues in semantic grids. In: Proceedings of the Dagsthul seminar, Semantic Grid: The Convergence of Technologies, p 05271"},{"key":"9222_CR31","doi-asserted-by":"crossref","unstructured":"Perugini S, Gon\u00e7alves MA, Fox E (2004) Recommender systems research: a connection-centric survey. J Intell Inf Syst 23(2):107\u2013143. Kluwer Academic Publishers","DOI":"10.1023\/B:JIIS.0000039532.05533.99"},{"key":"9222_CR32","doi-asserted-by":"crossref","unstructured":"Resnick P, Iacovou N, Suchak M, Bergstrom P, Riedl J (1994) Grouplens: an open architecture for collaborative filtering of netnews. In: CSCW. pp 175\u2013186","DOI":"10.1145\/192844.192905"},{"key":"9222_CR33","unstructured":"Rosa CD, Havens JCA, Hawk J, Jenkins L (2007) Sharing, privacy and trust in our networked world. A report to the oclc membership. OCLC, Dublin"},{"key":"9222_CR34","unstructured":"Sarwar B, Karypis G, Konstan J, Riedl J (2001) Item-based collaborative filtering recommendation algorithms, In: Proceedings of the 10th international conference on World Wide Web. ACM Press, Hong Kong, pp 285\u2013295"},{"key":"9222_CR35","doi-asserted-by":"crossref","unstructured":"Schein AI, Popescul A, Ungar LH, Pennock DM (2002) Methods and metrics for cold-start recommendations. In: SIGIR \u201902: Proceedings of the 25th annual international ACM SIGIR conference on research and development in information retrieval. ACM, New York, pp 253\u2013260","DOI":"10.1145\/564376.564421"},{"key":"9222_CR36","doi-asserted-by":"crossref","unstructured":"Shardanand U, Maes P (1995) Social information filtering: algorithms for automating \u201cword of mouth\u201d. In: CHI. pp 210\u2013217","DOI":"10.1145\/223904.223931"},{"key":"9222_CR37","doi-asserted-by":"crossref","unstructured":"Sen S, Vig J, Riedl J (2009) Tagommenders: connecting users to items through tags. In: Proceedings of the 18th international conference on World wide web. ACM Press, Madrid, pp 671\u2013680","DOI":"10.1145\/1526709.1526800"},{"key":"9222_CR38","unstructured":"Sinha R, Sinha R, Swearingen K (2001) Comparing recommendations made by online systems and friends. In: Proceedings of the DELOS-NSF workshop on personalization and recommender systems in digital libraries"},{"key":"9222_CR39","doi-asserted-by":"crossref","unstructured":"Stewart A, Chen L, Paiu R, Nejdl W (2007) Discovering information diffusion paths from blogosphere for online advertising. In: ADKDD \u201907: Proceedings of the 1st international workshop on data mining and audience intelligence for advertising. ACM, New York, pp 46\u201354","DOI":"10.1145\/1348599.1348607"},{"key":"9222_CR40","doi-asserted-by":"crossref","unstructured":"Tatemura J (2000) Virtual reviewers for collaborative exploration of movie reviews. In: Proceedings of intelligent user interfaces (IUI). pp 272\u2013275","DOI":"10.1145\/325737.325870"},{"key":"9222_CR41","doi-asserted-by":"crossref","unstructured":"Tso-Sutter, KHL, Marinho L, Schmidt-Thieme L (2008) Tag-aware recommender systems by fusion of collaborative filtering algorithms. In: Proceedings of applied computing. pp 1995\u20131999","DOI":"10.1145\/1363686.1364171"},{"issue":"1","key":"9222_CR42","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1007\/s10458-007-9021-x","volume":"16","author":"FE Walter","year":"2008","unstructured":"Walter FE, Battiston S, Schweitzer F (2008) A model of a trust-based recommendation system on a social network. Auton Agent Multi Agent Syst 16(1): 57\u201374","journal-title":"Auton Agent Multi Agent Syst"},{"key":"9222_CR43","doi-asserted-by":"crossref","unstructured":"Yu B, Singh M (2003) Detecting deception in reputation management. In: Proceedings of the second international joint conference on autonomous agents and multiagent systems. ACM, Melbourne, pp 73\u201380","DOI":"10.1145\/860575.860588"},{"key":"9222_CR44","doi-asserted-by":"crossref","unstructured":"Zhuang L, Jing F, Zhu X, Zhang L (2006) Movie review mining and summarization. In: Proceedings of the 15th ACM international conference on information and knowledge management. ACM, New York, pp 43\u201350","DOI":"10.1145\/1183614.1183625"},{"key":"9222_CR45","unstructured":"Ziegler C-N, Golbeck J (2005) Investigating correlations of trust and interest similarity\u2014do birds of a feather really flock together? Decis Support Syst, pp 1\u201334"}],"container-title":["Artificial Intelligence Review"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-011-9222-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10462-011-9222-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-011-9222-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,10]],"date-time":"2019-06-10T14:00:48Z","timestamp":1560175248000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10462-011-9222-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,5,12]]},"references-count":45,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2012,2]]}},"alternative-id":["9222"],"URL":"https:\/\/doi.org\/10.1007\/s10462-011-9222-1","relation":{},"ISSN":["0269-2821","1573-7462"],"issn-type":[{"value":"0269-2821","type":"print"},{"value":"1573-7462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,5,12]]}}}