{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T21:14:40Z","timestamp":1743023680599,"version":"3.40.3"},"publisher-location":"Cham","reference-count":25,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319199405"},{"type":"electronic","value":"9783319199412"}],"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":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-19941-2_1","type":"book-chapter","created":{"date-parts":[[2015,6,21]],"date-time":"2015-06-21T23:07:32Z","timestamp":1434928052000},"page":"3-9","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Recent Advances in Recommender Systems and Future Directions"],"prefix":"10.1007","author":[{"given":"Xia","family":"Ning","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"George","family":"Karypis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,6,23]]},"reference":[{"volume-title":"Recommender Systems Handbook","year":"2011","key":"1_CR1","unstructured":"Ricci, F., Rokach, L., Shapira, B., Kantor, P.B. (eds.): Recommender Systems Handbook. Springer, New York (2011)"},{"key":"1_CR2","doi-asserted-by":"crossref","unstructured":"Schafer, J.B., Konstan, J., Riedl, J.: Recommender systems in e-commerce. In: Proceedings of the 1st ACM Conference on Electronic Commerce, EC 1999, pp. 158\u2013166. ACM, New York (1999)","DOI":"10.1145\/336992.337035"},{"key":"1_CR3","doi-asserted-by":"crossref","unstructured":"Sarwar, B., Karypis, G., Konstan, J., Reidl, J.: Item-based collaborative filtering recommendation algorithms. In: WWW 2001, Proceedings of the 10th International Conference on World Wide Web, pp. 285\u2013295. ACM, New York, NY, USA (2001)","DOI":"10.1145\/371920.372071"},{"key":"1_CR4","unstructured":"Delgado, J., Ishii, N.: Memory-based weighted majority prediction for recommender systems. In: Proceedings of the ACM SIGIR 1999 Workshop on Recommender Systems (1999)"},{"key":"1_CR5","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1145\/963770.963776","volume":"22","author":"M Deshpande","year":"2004","unstructured":"Deshpande, M., Karypis, G.: Item-based top-N recommendation algorithms. ACM Trans. Inf. Syst. 22, 143\u2013177 (2004)","journal-title":"ACM Trans. Inf. Syst."},{"key":"1_CR6","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1145\/245108.245126","volume":"40","author":"JA Konstan","year":"1997","unstructured":"Konstan, J.A., Miller, B.N., Maltz, D., Herlocker, J.L., Gordon, L.R., Riedl, J.: GroupLens: applying collaborative filtering to usenet news. Commun. ACM 40, 77\u201387 (1997)","journal-title":"Commun. ACM"},{"key":"1_CR7","doi-asserted-by":"publisher","first-page":"76","DOI":"10.1109\/MIC.2003.1167344","volume":"7","author":"G Linden","year":"2003","unstructured":"Linden, G., Smith, B., York, J.: Amazon.com recommendations: item-to-item collaborative filtering. IEEE Internet Comput. 7, 76\u201380 (2003)","journal-title":"IEEE Internet Comput."},{"key":"1_CR8","unstructured":"Nakamura, A., Abe, N.: Collaborative filtering using weighted majority prediction algorithms. In: ICML 1998, Proceedings of the 15th International Conference on Machine Learning, pp. 395\u2013403. Morgan Kaufmann Publishers Inc., San Francisco, CA, USA (1998)"},{"key":"1_CR9","doi-asserted-by":"crossref","unstructured":"Hu, Y., Koren, Y., Volinsky, C.: Collaborative filtering for implicit feedback datasets. In: Proceedings of the 2008 Eighth IEEE International Conference on Data Mining, pp. 263\u2013272. IEEE Computer Society, Washington, DC, USA (2008)","DOI":"10.1109\/ICDM.2008.22"},{"key":"1_CR10","doi-asserted-by":"crossref","unstructured":"Koren, Y.: Factorization meets the neighborhood: a multifaceted collaborative filtering model. In: Proceeding of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2008, pp. 426\u2013434. ACM, New York, NY, USA (2008)","DOI":"10.1145\/1401890.1401944"},{"key":"1_CR11","doi-asserted-by":"crossref","unstructured":"Pan, R., Zhou, Y., Cao, B., Liu, N.N., Lukose, R., Scholz, M., Yang, Q.: One-class collaborative filtering. In: Proceedings of the 2008 Eighth IEEE International Conference on Data Mining, pp. 502\u2013511. IEEE Computer Society, Washington, DC, USA (2008)","DOI":"10.1109\/ICDM.2008.16"},{"key":"1_CR12","doi-asserted-by":"crossref","unstructured":"Rennie, J.D.M., Srebro, N.: Fast maximum margin matrix factorization for collaborative prediction. In: Proceedings of the 22nd International Conference on Machine learning, ICML 2005, pp. 713\u2013719. ACM, New York, NY, USA (2005)","DOI":"10.1145\/1102351.1102441"},{"key":"1_CR13","doi-asserted-by":"crossref","unstructured":"Sindhwani, V., Bucak, S.S., Hu, J., Mojsilovic, A.: One-class matrix completion with low-density factorizations. In: Proceedings of the 2010 IEEE International Conference on Data Mining, ICDM 2010, pp. 1055\u20131060, IEEE Computer Society, Washington, DC, USA (2010)","DOI":"10.1109\/ICDM.2010.164"},{"key":"1_CR14","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1007\/978-3-540-87479-9_12","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"M Weimer","year":"2008","unstructured":"Weimer, M., Karatzoglou, A., Smola, A.: Improving maximum margin matrix factorization. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part I. LNCS (LNAI), vol. 5211, p. 14. Springer, Heidelberg (2008)"},{"key":"1_CR15","doi-asserted-by":"crossref","unstructured":"Hill, W., Stead, L., Rosenstein, M., Furnas, G.: Recommending and evaluating choices in a virtual community of use. In: CHI 1995, Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 194\u2013201. ACM Press\/Addison-Wesley Publishing Co., New York, NY, USA (1995)","DOI":"10.1145\/223904.223929"},{"key":"1_CR16","doi-asserted-by":"crossref","unstructured":"Resnick, P., Iacovou, N., Suchak, M., Bergstrom, P., Riedl, J.: GroupLens: an open architecture for collaborative filtering of netnews. In: CSCW 1994, Proceedings of the 1994 ACM Conference on Computer Supported Cooperative Work, pp. 175\u2013186. ACM, New York, NY, USA (1994)","DOI":"10.1145\/192844.192905"},{"key":"1_CR17","doi-asserted-by":"crossref","unstructured":"Shardanand, U., Maes, P.: Social information filtering: algorithms for automating \u201cword of mouth\u201d. In: CHI 1995, Proceedings of the SIGCHI Conference on Human factors in Computing Systems, pp. 210\u2013217. ACM Press\/Addison-Wesley Publishing Co., New York, NY, USA (1995)","DOI":"10.1145\/223904.223931"},{"key":"1_CR18","doi-asserted-by":"crossref","unstructured":"Ning, X., Karypis, G.: Slim: sparse linear methods for top-n recommender systems. In: Proceedings of 11th IEEE International Conference on Data Mining. pp. 497\u2013506 (2011)","DOI":"10.1109\/ICDM.2011.134"},{"key":"1_CR19","doi-asserted-by":"crossref","unstructured":"Kabbur, S., Ning, X., Karypis, G.: FISM: factored item similarity models for top-n recommender systems. In: Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2013, pp. 659\u2013667. ACM, New York, NY, USA (2013)","DOI":"10.1145\/2487575.2487589"},{"key":"1_CR20","doi-asserted-by":"crossref","unstructured":"Elbadrawy, A., Karypis, G.: User-specific feature-based similarity models for top-n recommendation of new items. ACM Trans. Intell. Syst. Technol. 6(3) (2015)","DOI":"10.1145\/2700495"},{"key":"1_CR21","doi-asserted-by":"crossref","unstructured":"Sharma, M., Zhou, J., Hu, J., Karypis, G.: Feature-based factorized bilinear similarity model for cold-start top-n item recommendation (2015)","DOI":"10.1137\/1.9781611974010.22"},{"key":"1_CR22","doi-asserted-by":"crossref","unstructured":"Ning, X., Karypis, G.: Sparse linear models with side-information for top-n recommender systems. In: RecSys 2012 (2012)","DOI":"10.1145\/2365952.2365983"},{"key":"1_CR23","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1007\/978-3-319-06605-9_4","volume-title":"Advances in Knowledge Discovery and Data Mining","author":"E Christakopoulou","year":"2014","unstructured":"Christakopoulou, E., Karypis, G.: HOSLIM: higher-order sparse linear method for top-N recommender systems. In: Tseng, V.S., Ho, T.B., Zhou, Z.-H., Chen, A.L.P., Kao, H.-Y. (eds.) PAKDD 2014, Part II. LNCS, vol. 8444, pp. 38\u201349. Springer, Switzerland (2014)"},{"key":"1_CR24","doi-asserted-by":"crossref","unstructured":"Kabbur, S., Karypis, G.: Nlmf: Nonlinear matrix factorization methods for top-n recommender systems. In: 2014 IEEE International Conference on Data Mining Workshop (ICDMW), pp. 167\u2013174 (2014)","DOI":"10.1109\/ICDMW.2014.108"},{"key":"1_CR25","doi-asserted-by":"crossref","unstructured":"Lee, J., Bengio, S., Kim, S., Lebanon, G., Singer, Y.: Local collaborative ranking. In: Proceedings of the 23rd International Conference on World Wide Web, WWW 2014, pp. 85\u201396. ACM, New York, NY, USA (2014)","DOI":"10.1145\/2566486.2567970"}],"container-title":["Lecture Notes in Computer Science","Pattern Recognition and Machine Intelligence"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-19941-2_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,9]],"date-time":"2019-06-09T20:02:51Z","timestamp":1560110571000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-19941-2_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319199405","9783319199412"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-19941-2_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"23 June 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}