{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T20:43:24Z","timestamp":1743021804957,"version":"3.40.3"},"publisher-location":"Cham","reference-count":25,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319191287"},{"type":"electronic","value":"9783319191294"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-19129-4_11","type":"book-chapter","created":{"date-parts":[[2015,5,4]],"date-time":"2015-05-04T16:27:29Z","timestamp":1430756849000},"page":"138-151","source":"Crossref","is-referenced-by-count":1,"title":["Cheap and Cheerful: Trading Speed and Quality for Scalable Social-Recommenders"],"prefix":"10.1007","author":[{"given":"Anne-Marie","family":"Kermarrec","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fran\u00e7ois","family":"Ta\u00efani","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Juan M.","family":"Tirado","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"11_CR1","unstructured":"Amatriain, X., Basilico, J.: Netflix recommendations: Beyond the 5 stars (April 6, 2012), http:\/\/techblog.netflix.com\/2012\/04\/netflix-recommendations-beyond-5-stars.html (accessed September 20, 2013)"},{"key":"11_CR2","doi-asserted-by":"crossref","unstructured":"Backstrom, L., Leskovec, J.: Supervised random walks: predicting and recommending links in social networks. In: Proceedings of the Fourth ACM International Conference on Web Search and Data Mining, WSDM 2011, pp. 635\u2013644 (2011)","DOI":"10.1145\/1935826.1935914"},{"issue":"61","key":"11_CR3","first-page":"567","volume":"61","author":"A.L. Barabasi","year":"2003","unstructured":"Barabasi, A.L., De, J., Lettres, P., Al, L., Cimento, N., Jeong, H., Jeong, H., Neda, Z., Neda, Z., Barabasi, A.L.: Measuring preferential attachment in evolving networks. Europhysics Letters\u00a061(61), 567\u2013572 (2003)","journal-title":"Europhysics Letters"},{"issue":"0","key":"11_CR4","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.: Recommender systems survey. Knowledge-Based Systems\u00a046(0), 109\u2013132 (2013)","journal-title":"Knowledge-Based Systems"},{"key":"11_CR5","doi-asserted-by":"crossref","unstructured":"Boutet, A., Frey, D., Guerraoui, R., J\u00e9gou, A., Kermarrec, A.-M.: WhatsUp Decentralized Instant News Recommender. In: IPDPS 2013 (May 2013)","DOI":"10.1109\/IPDPS.2013.47"},{"issue":"1","key":"11_CR6","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L. Breiman","year":"2001","unstructured":"Breiman, L.: Random forests. Machine Learning\u00a045(1), 5\u201332 (2001)","journal-title":"Machine Learning"},{"key":"11_CR7","unstructured":"Brzozowski, M.J., Romero, D.M.: Who should i follow? recommending people in directed social networks. In: ICWSM (2011)"},{"key":"11_CR8","unstructured":"Facebook\u00a0Inc. Key facts (2013), https:\/\/newsroom.fb.com\/Key-Facts (accessed October 2, 2013)"},{"issue":"1","key":"11_CR9","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1006\/jcss.1997.1504","volume":"55","author":"Y. Freund","year":"1997","unstructured":"Freund, Y., Schapire, R.E.: A decision-theoretic generalization of on-line learning and an application to boosting. Journal of Computer and System Sciences\u00a055(1), 119\u2013139 (1997)","journal-title":"Journal of Computer and System Sciences"},{"issue":"1","key":"11_CR10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1214\/aos\/1176347963","volume":"19","author":"J.H. Friedman","year":"1991","unstructured":"Friedman, J.H.: Multivariate Adaptive Regression Splines. The Annals of Statistics\u00a019(1), 1\u201367 (1991)","journal-title":"The Annals of Statistics"},{"key":"11_CR11","unstructured":"Kuhn, M., Contributions from Jed Wing, Weston, S., Williams, A., Keefer, C., Engelhardt, A., Cooper, T.: caret: Classification and Regression Training. R package version 5.16-24 (2013)"},{"key":"11_CR12","first-page":"17","volume-title":"Proceedings of the 10th USENIX Conference on Operating Systems Design and Implementation, OSDI 2012","author":"J.E. Gonzalez","year":"2012","unstructured":"Gonzalez, J.E., Low, Y., Gu, H., Bickson, D., Guestrin, C.: Powergraph: Distributed graph-parallel computation on natural graphs. In: Proceedings of the 10th USENIX Conference on Operating Systems Design and Implementation, OSDI 2012, pp. 17\u201330. USENIX Association, Berkeley (2012)"},{"key":"11_CR13","doi-asserted-by":"crossref","unstructured":"Gupta, P., Goel, A., Lin, J., Sharma, A., Wang, D., Zadeh, R.: Wtf: the who to follow service at twitter. In: WWW, pp. 505\u2013514 (2013)","DOI":"10.1145\/2488388.2488433"},{"key":"11_CR14","doi-asserted-by":"publisher","first-page":"243","DOI":"10.1007\/978-1-4419-8462-3_9","volume-title":"Social Network Data Analytics","author":"M. Hasan","year":"2011","unstructured":"Hasan, M., Zaki, M.: A survey of link prediction in social networks. In: Aggarwal, C.C. (ed.) Social Network Data Analytics, pp. 243\u2013275. Springer, US (2011)"},{"key":"11_CR15","first-page":"3","volume-title":"Proceedings of the 2007 Conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies","author":"S.B. Kotsiantis","year":"2007","unstructured":"Kotsiantis, S.B.: Supervised machine learning: A review of classification techniques. In: Proceedings of the 2007 Conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies, pp. 3\u201324. IOS Press, Amsterdam (2007)"},{"key":"11_CR16","doi-asserted-by":"crossref","unstructured":"Liben-Nowell, D., Kleinberg, J.: The link prediction problem for social networks. In: Proceedings of the Twelfth International Conference on Information and Knowledge Management, CIKM 2003, pp. 556\u2013559. ACM (2003)","DOI":"10.1145\/956958.956972"},{"key":"11_CR17","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1145\/1835804.1835837","volume-title":"Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2010","author":"R.N. Lichtenwalter","year":"2010","unstructured":"Lichtenwalter, R.N., Lussier, J.T., Chawla, N.V.: New perspectives and methods in link prediction. In: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2010, pp. 243\u2013252. ACM, New York (2010)"},{"key":"11_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"476","DOI":"10.1007\/978-3-642-35176-1_30","volume-title":"The Semantic Web \u2013 ISWC 2012","author":"M. Rowe","year":"2012","unstructured":"Rowe, M., Stankovic, M., Alani, H.: Who will follow whom? exploiting semantics for link prediction in attention-information networks. In: Cudr\u00e9-Mauroux, P., et al. (eds.) ISWC 2012, Part I. LNCS, vol.\u00a07649, pp. 476\u2013491. Springer, Heidelberg (2012)"},{"key":"11_CR19","doi-asserted-by":"crossref","first-page":"1046","DOI":"10.1145\/2020408.2020575","volume-title":"Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2011","author":"S. Scellato","year":"2011","unstructured":"Scellato, S., Noulas, A., Mascolo, C.: Exploiting place features in link prediction on location-based social networks. In: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2011, pp. 1046\u20131054. ACM, New York (2011)"},{"key":"11_CR20","doi-asserted-by":"crossref","first-page":"253","DOI":"10.1145\/564376.564421","volume-title":"Proceedings of the 25th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2002","author":"A.I. Schein","year":"2002","unstructured":"Schein, A.I., Popescul, A., Ungar, L.H., Pennock, D.M.: Methods and metrics for cold-start recommendations. In: Proceedings of the 25th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2002, pp. 253\u2013260. ACM, New York (2002)"},{"key":"11_CR21","doi-asserted-by":"crossref","unstructured":"Schifanella, R., Barrat, A., Cattuto, C., Markines, B., Menczer, F.: Folks in folksonomies: social link prediction from shared metadata. In: Proceedings of the Third ACM International Conference on Web Search and Data Mining, WSDM 2010, pp. 271\u2013280 (2010)","DOI":"10.1145\/1718487.1718521"},{"issue":"12","key":"11_CR22","doi-asserted-by":"publisher","first-page":"2056","DOI":"10.1016\/j.comnet.2010.04.016","volume":"54","author":"J.M. Tirado","year":"2010","unstructured":"Tirado, J.M., Higuero, D., Isaila, F., Carretero, J., Iamnitchi, A.: Affinity p2p: A self-organizing content-based locality-aware collaborative peer-to-peer network. Comput. Netw.\u00a054(12), 2056\u20132070 (2010)","journal-title":"Comput. Netw."},{"key":"11_CR23","doi-asserted-by":"crossref","unstructured":"Valverde-Rebaza, J., de Andrade Lopes, A.: Structural link prediction using community information on twitter. In: 2012 Fourth International Conference on Computational Aspects of Social Networks (CASoN), pp. 132\u2013137 (2012)","DOI":"10.1109\/CASoN.2012.6412391"},{"key":"11_CR24","doi-asserted-by":"crossref","unstructured":"Wang, C., Satuluri, V., Parthasarathy, S.: Local probabilistic models for link prediction. In: Seventh IEEE International Conference on Data Mining, ICDM 2007, pp. 322\u2013331. IEEE (2007)","DOI":"10.1109\/ICDM.2007.108"},{"key":"11_CR25","first-page":"1163","volume-title":"Proceedings of the 20th ACM International Conference on Information and Knowledge Management, CIKM 2011","author":"D. Yin","year":"2011","unstructured":"Yin, D., Hong, L., Davison, B.D.: Structural link analysis and prediction in microblogs. In: Proceedings of the 20th ACM International Conference on Information and Knowledge Management, CIKM 2011, pp. 1163\u20131168. ACM, New York (2011)"}],"container-title":["Lecture Notes in Computer Science","Distributed Applications and Interoperable Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-19129-4_11","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,7]],"date-time":"2022-05-07T03:14:04Z","timestamp":1651893244000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-19129-4_11"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319191287","9783319191294"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-19129-4_11","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]}}}