{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T16:27:03Z","timestamp":1776875223136,"version":"3.51.2"},"publisher-location":"Berlin, Heidelberg","reference-count":25,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783642388439","type":"print"},{"value":"9783642388446","type":"electronic"}],"license":[{"start":{"date-parts":[[2013,1,1]],"date-time":"2013-01-01T00:00:00Z","timestamp":1356998400000},"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":[[2013]]},"DOI":"10.1007\/978-3-642-38844-6_1","type":"book-chapter","created":{"date-parts":[[2013,6,5]],"date-time":"2013-06-05T09:05:15Z","timestamp":1370423115000},"page":"1-13","source":"Crossref","is-referenced-by-count":39,"title":["Opinion-Driven Matrix Factorization for Rating Prediction"],"prefix":"10.1007","author":[{"given":"\u0160tefan","family":"Pero","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tom\u00e1\u0161","family":"Horv\u00e1th","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"1_CR1","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1109\/MIS.2007.78","volume":"22","author":"S. Aciar","year":"2007","unstructured":"Aciar, S., Zhang, D., Simoff, S., Debenham, J.: Informed Recommender: Basing Recommendations on Consumer Product Reviews. IEEE Intelligent Systems\u00a022, 3 (2007)","journal-title":"IEEE Intelligent Systems"},{"key":"1_CR2","unstructured":"Adamovicius, G., Tuzhilin, A.: Context-Aware Recommender Systems. In: Ricci, F., et al. (eds.) Recommender Systems Handbook. Springer (2011) ISBN 978-0-387-85819-7"},{"key":"1_CR3","doi-asserted-by":"crossref","unstructured":"Faridani, S., Bitton, E., Ryokai, K., Goldberg, K.: Opinion space: a scalable tool for browsing online comments. In: Proceedings of the 28th International Conference on Human Factors in Computing Systems. ACM, New York (2010)","DOI":"10.1145\/1753326.1753502"},{"key":"1_CR4","doi-asserted-by":"crossref","unstructured":"Faridani, S.: Using canonical correlation analysis for generalized sentiment analysis, product recommendation and search. In: Proceedings of the 5th ACM Conference on Recommender Systems. ACM, New York (2011)","DOI":"10.1145\/2043932.2044005"},{"key":"1_CR5","doi-asserted-by":"crossref","unstructured":"Gantner, Z., Rendle, S., Freudenthaler, C., Schmidt-Thieme, L.: MyMediaLite: A Free Recommender System Library. In: Proceedings of the 5th ACM International Conference on Recommender Systems, Chicago, USA (2011)","DOI":"10.1145\/2043932.2043989"},{"key":"1_CR6","unstructured":"Ganu, G., Elhadad, N., Marian, A.: Beyond the Stars: Improving Rating Predictions using Review Text Content. In: 12th International Workshop on the Web and Databases, Providence, Rhode Island, USA (2009)"},{"key":"1_CR7","doi-asserted-by":"crossref","unstructured":"Gemulla, R., Nijkamp, E., Haas, P.J., Sismanis, Y.: Large-scale matrix factorization with distributed stochastic gradient descent. In: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, New York (2011)","DOI":"10.1145\/2020408.2020426"},{"key":"1_CR8","doi-asserted-by":"crossref","unstructured":"Hu, M., Liu, B.: Mining and Summarizing Customer Reviews. In: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, Seattle, Washington, USA (2004)","DOI":"10.1145\/1014052.1014073"},{"key":"1_CR9","doi-asserted-by":"crossref","unstructured":"Jindal, N., Liu, B.: Opinion Spam and Analysis. In: Proceedings of First ACM International Conference on Web Search and Data Mining (WSDM-2008), Stanford University, Stanford, California, USA (2008)","DOI":"10.1145\/1341531.1341560"},{"key":"1_CR10","doi-asserted-by":"crossref","unstructured":"Ko, M., Kim, H.W., Yi, M.Y., Song, J., Liu, Y.: Movie Commenter: Aspect-based collaborative filtering by utilizing user comments. In: 7th International Conference on Collaborative Computing, Orlando, FL, USA (2011)","DOI":"10.4108\/icst.collaboratecom.2011.247101"},{"key":"1_CR11","doi-asserted-by":"crossref","unstructured":"Koren, Y., Bell, R., Volinsky, C.: Matrix Factorization Techniques for Recommender Systems. Computer\u00a042(8) (2009)","DOI":"10.1109\/MC.2009.263"},{"key":"1_CR12","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"297","DOI":"10.1007\/978-3-540-75512-8_21","volume-title":"Databases in Networked Information Systems","author":"T. Kuroiwa","year":"2007","unstructured":"Kuroiwa, T., Bhalla, S.: Aizu-BUS: need-based book recommendation using web reviews and web services. In: Bhalla, S. (ed.) DNIS 2007. LNCS, vol.\u00a04777, pp. 297\u2013308. Springer, Heidelberg (2007)"},{"key":"1_CR13","unstructured":"Leung, C.W.K., Chan, S.C.F., Chung, F.: Integrating collaborative filtering and sentiment analysis: A rating inference approach. In: Proceedings of the ECAI 2006 Workshop on Recommender Systems (2006)"},{"key":"1_CR14","unstructured":"Lippert, C., Weber, S.H., Huang, Y., Tresp, V., Schubert, M., Kriegel, H.-P.: Relation Prediction in Multi-Relational Domains using Matrix Factorization. In: NIPS Workshop on Structured Input Structure Output (2008)"},{"key":"1_CR15","unstructured":"Liu, B.: Sentiment Analysis and Subjectivity. In: Handbook of Natural Language Processing, 2nd edn. (2010)"},{"key":"1_CR16","doi-asserted-by":"crossref","unstructured":"Pang, B., Lee, L.: Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval\u00a02(1-2) (2008)","DOI":"10.1561\/1500000011"},{"key":"1_CR17","doi-asserted-by":"crossref","unstructured":"Pil\u00e1szy, I., Tikk, D.: Recommending new movies: even a few ratings are more valuable than metadata. In: Proceedings of the Third ACM Conference on Recommender Systems. ACM, New York (2009)","DOI":"10.1145\/1639714.1639731"},{"key":"1_CR18","doi-asserted-by":"crossref","unstructured":"Poirier, D., Fessant, F., Tellier, I.: Reducing the Cold-Start Problem in Content Recommendation through Opinion Classification. In: Proceedings of the 2010 IEEE\/WIC\/ACM International Conference on Web Intelligence and Intelligent Agent Technology. IEEE Computer Society, Washington, DC (2010)","DOI":"10.1109\/WI-IAT.2010.87"},{"key":"1_CR19","doi-asserted-by":"crossref","unstructured":"Raghavan, S., Gunasekar, S., Ghosh, J.: Review quality aware collaborative filtering. In: Proceedings of the Sixth ACM Conference on Recommender Systems (RecSys 2012). ACM, New York (2012)","DOI":"10.1145\/2365952.2365978"},{"key":"1_CR20","doi-asserted-by":"crossref","unstructured":"Ricci, F., Rokach, L., Shapira, B., Kantor, P.B.: Recommender Systems Handbook. Springer (2011)","DOI":"10.1007\/978-0-387-85820-3"},{"key":"1_CR21","series-title":"LNAI","doi-asserted-by":"publisher","first-page":"358","DOI":"10.1007\/978-3-540-87481-2_24","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"A.P. Singh","year":"2008","unstructured":"Singh, A.P., Gordon, G.J.: A Unified View of Matrix Factorization Models. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part II. LNCS (LNAI), vol.\u00a05212, pp. 358\u2013373. Springer, Heidelberg (2008)"},{"key":"1_CR22","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1007\/978-3-642-25725-4_4","volume-title":"Multi-disciplinary Trends in Artificial Intelligence","author":"V.K. Singh","year":"2011","unstructured":"Singh, V.K., Mukherjee, M., Mehta, G.K.: Combining collaborative filtering and sentiment classification for improved movie recommendations. In: Sombattheera, C., Agarwal, A., Udgata, S.K., Lavangnananda, K. (eds.) MIWAI 2011. LNCS, vol.\u00a07080, pp. 38\u201350. Springer, Heidelberg (2011)"},{"key":"1_CR23","unstructured":"Wu, M.: Collaborative filtering via ensembles of matrix factorizations. In: KDD Cup and Workshop at the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, San Jose, CA, USA (2007)"},{"key":"1_CR24","volume-title":"Proceedings of the 2010 IEEE ICDM Workshops","author":"W. Zhang","year":"2010","unstructured":"Zhang, W., Ding, G., Chen, L., Li, C.: Augmenting Chinese Online Video Recommendations by Using Virtual Ratings Predicted by Review Sentiment Classification. In: Proceedings of the 2010 IEEE ICDM Workshops. IEEE Computer Society, Washington, DC (2010)"},{"key":"1_CR25","unstructured":"Zhang, W., Ding, G., Chen, L., Li, C.: Augmenting Online Video Recommendations by Fusing Review Sentiment Classification. In: Proceedings of the 2nd ACM RecSys 2010 Workshop on Recommender Systems and the Social Web. ACM (2010)"}],"container-title":["Lecture Notes in Computer Science","User Modeling, Adaptation, and Personalization"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-38844-6_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,20]],"date-time":"2019-05-20T01:51:02Z","timestamp":1558317062000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-38844-6_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013]]},"ISBN":["9783642388439","9783642388446"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-38844-6_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013]]}}}