{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,20]],"date-time":"2026-06-20T00:15:12Z","timestamp":1781914512109,"version":"3.54.5"},"publisher-location":"Berlin, Heidelberg","reference-count":35,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783642290343","type":"print"},{"value":"9783642290350","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"DOI":"10.1007\/978-3-642-29035-0_4","type":"book-chapter","created":{"date-parts":[[2012,4,5]],"date-time":"2012-04-05T08:34:01Z","timestamp":1333614841000},"page":"48-64","source":"Crossref","is-referenced-by-count":100,"title":["Effective Next-Items Recommendation via Personalized Sequential Pattern Mining"],"prefix":"10.1007","author":[{"given":"Ghim-Eng","family":"Yap","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiao-Li","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Philip S.","family":"Yu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"4_CR1","doi-asserted-by":"crossref","unstructured":"Agrawal, R., Srikant, R.: Mining sequential patterns. In: Proceedings of IEEE International Conference on Data Engineering (ICDE 1995), pp. 3\u201314 (1995)","DOI":"10.1109\/ICDE.1995.380415"},{"key":"4_CR2","unstructured":"Asuncion, A., Newman, D.: UCI ML Repository (2007), http:\/\/www.ics.uci.edu\/~mlearn"},{"key":"4_CR3","doi-asserted-by":"crossref","unstructured":"Ayres, J., Gehrke, J., Yiu, T., Flannick, J.: Sequential pattern mining using a bitmap representation. In: Proceedings of ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2002), pp. 429\u2013435 (2002)","DOI":"10.1145\/775107.775109"},{"key":"4_CR4","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1023\/A:1021240730564","volume":"12","author":"R. Burke","year":"2002","unstructured":"Burke, R.: Hybrid Recommender Systems: Survey and Experiments. User Modeling and User-Adapted Interaction\u00a012, 331\u2013370 (2002)","journal-title":"User Modeling and User-Adapted Interaction"},{"key":"4_CR5","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/3-540-45675-9_1","volume-title":"Intelligent Data Engineering and Automated Learning - IDEAL 2002","author":"M. Capelle","year":"2002","unstructured":"Capelle, M., Masson, C., Boulicaut, J.-F.: Mining Frequent Sequential Patterns under a Similarity Constraint. In: Yin, H., Allinson, N.M., Freeman, R., Keane, J.A., Hubbard, S. (eds.) IDEAL 2002. LNCS, vol.\u00a02412, pp. 1\u20136. Springer, Heidelberg (2002)"},{"key":"4_CR6","doi-asserted-by":"crossref","unstructured":"Chang, J.H.: Mining weighted sequential patterns in a sequence database with a time-interval weight. Knowledge-Based Systems (2010) Available Online","DOI":"10.1016\/j.knosys.2010.03.003"},{"issue":"6","key":"4_CR7","doi-asserted-by":"publisher","first-page":"1498","DOI":"10.1016\/j.ins.2007.10.014","volume":"178","author":"E. Chen","year":"2008","unstructured":"Chen, E., Cao, H., Li, Q., Qian, T.: Efficient strategies for tough aggregate constraint-based sequential pattern mining. Information Sciences\u00a0178(6), 1498\u20131518 (2008)","journal-title":"Information Sciences"},{"key":"4_CR8","doi-asserted-by":"crossref","unstructured":"Cheng, H., Yan, X., Han, J.: IncSpan: Incremental mining of sequential patterns in large databases. In: Proceedings of ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2004), pp. 527\u2013532 (2004)","DOI":"10.1145\/1014052.1014114"},{"key":"4_CR9","doi-asserted-by":"crossref","unstructured":"Cheng, H., Yan, X., Han, J., Hsu, C.-W.: Discriminative Frequent Pattern Analysis for Effective Classification. In: Proceedings of IEEE International Conference on Data Engineering (ICDE 2007), pp. 716\u2013725 (April 2007)","DOI":"10.1109\/ICDE.2007.367917"},{"key":"4_CR10","doi-asserted-by":"crossref","unstructured":"Goyal, A., Bonchi, F., Lakshmanan, L.V.S.: Learning influence probabilities in social networks. In: Proceedings of ACM International Conference on Web Search and Data Mining (WSDM 2010), pp. 241\u2013250 (2010)","DOI":"10.1145\/1718487.1718518"},{"key":"4_CR11","doi-asserted-by":"crossref","unstructured":"Han, J., Pei, J., Mortazavi-Asl, B., Chen, Q., Dayal, U., et al.: FreeSpan: Frequent pattern-projected sequential pattern mining. In: Proceedings of ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2000), pp. 355\u2013359 (2000)","DOI":"10.1145\/347090.347167"},{"issue":"3","key":"4_CR12","first-page":"117","volume":"8","author":"C.-L. Huang","year":"2009","unstructured":"Huang, C.-L., Huang, W.-L.: Handling sequential pattern decay: Developing a two-stage collaborative recommender system. ECRA\u00a08(3), 117\u2013129 (2009)","journal-title":"ECRA"},{"issue":"9","key":"4_CR13","first-page":"1153","volume":"20","author":"J.-W. Huang","year":"2008","unstructured":"Huang, J.-W., Tseng, C.-Y., Ou, J.-C., Chen, M.-S.: A general model for sequential pattern mining with a progressive database. IEEE TKDE\u00a020(9), 1153\u20131167 (2008)","journal-title":"IEEE TKDE"},{"key":"4_CR14","doi-asserted-by":"crossref","unstructured":"Kum, H.-C., Pei, J., Wang, W., Duncan, D.: ApproxMAP: Approximate mining of consensus sequential patterns. In: Proceedings of SIAM Intl. Conf. on Data Mining, pp. 311\u2013315 (2003)","DOI":"10.1137\/1.9781611972733.36"},{"key":"4_CR15","doi-asserted-by":"crossref","unstructured":"Li, C., Lu, Y.: Similarity measurement of web sessions by sequence alignment. In: Procs. of IFIP Intl. Conf. on Network and Parallel Comp. Workshops (NPC 2007), pp. 716\u2013720 (2007)","DOI":"10.1109\/NPC.2007.66"},{"issue":"22","key":"4_CR16","doi-asserted-by":"publisher","first-page":"4228","DOI":"10.1016\/j.ins.2008.07.012","volume":"178","author":"M.-Y. Lin","year":"2008","unstructured":"Lin, M.-Y., Hsueh, S.-C., Chang, C.-W.: Fast discovery of sequential patterns in large databases using effective time-indexing. Information Sciences\u00a0178(22), 4228\u20134245 (2008)","journal-title":"Information Sciences"},{"key":"4_CR17","unstructured":"Lo, S.: Binary prediction based on weighted sequential mining method. In: Proceedings of International Conference on Web Intelligence (WI 2005), pp. 755\u2013761 (2005)"},{"key":"4_CR18","unstructured":"Mitchell, T.: Machine Learning. McGraw Hill (1997)"},{"key":"4_CR19","doi-asserted-by":"crossref","unstructured":"Onuma, K., Tong, H., Faloutsos, C.: TANGENT: A novel, \u2019surprise me\u2019, recommendation algorithm. In: Proceedings of ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2009), pp. 657\u2013665 (2009)","DOI":"10.1145\/1557019.1557093"},{"issue":"11","key":"4_CR20","first-page":"1424","volume":"16","author":"J. Pei","year":"2004","unstructured":"Pei, J., Han, J., Mortazavi-Asl, B., et al.: Mining sequential patterns by pattern-growth: The PrefixSpan approach. IEEE TKDE\u00a016(11), 1424\u20131440 (2004)","journal-title":"IEEE TKDE"},{"key":"4_CR21","doi-asserted-by":"crossref","unstructured":"Pei, J., Han, J., Wang, W.: Mining sequential patterns with constraints in large databases. In: Procs. of ACM Intl. Conf. on Info. and Knowl. Management (CIKM 2002), pp. 18\u201325 (2002)","DOI":"10.1145\/584792.584799"},{"key":"4_CR22","doi-asserted-by":"crossref","unstructured":"Pei, J., Fu, A.W.-C., Lin, X., Wang, H.: Computing compressed multidimensional skyline cubes efficiently. In: Procs. of IEEE Intl. Conf. on Data Eng. (ICDE 2007), pp. 96\u2013105 (2007)","DOI":"10.1109\/ICDE.2007.367855"},{"key":"4_CR23","unstructured":"Pyo, S., Kim, E., Kim, M.: Automatic recommendation of (IP)TV program schedules using sequential pattern mining. In: Adjunct Proceedings of EuroITV 2009, pp. 50\u201353 (2009)"},{"key":"4_CR24","doi-asserted-by":"crossref","unstructured":"Rendle, S., Freudenthaler, C., Schmidt-Thieme, L.: Factorizing personalized Markov chains for next-basket recommendation. In: Proceedings of International Conference on World Wide Web (WWW 2010), pp. 811\u2013820 (2010)","DOI":"10.1145\/1772690.1772773"},{"issue":"3","key":"4_CR25","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1145\/245108.245121","volume":"40","author":"P. Resnick","year":"1997","unstructured":"Resnick, P., Varian, H.R.: Recommender Systems. Comms. of the ACM\u00a040(3), 56\u201358 (1997)","journal-title":"Comms. of the ACM"},{"key":"4_CR26","unstructured":"Salton, G.: Automatic text processing: The transformation, analysis, and retrieval of information by computer. Addison-Wesley Longman Publishing (1989)"},{"key":"4_CR27","unstructured":"Saneifar, H., Bringay, S., Laurent, A., Teisseire, M.: S2MP: Similarity measure for sequential patterns. In: Procs. of Australasian Data Mining Conf. (AusDM 2008), pp. 95\u2013104 (2008)"},{"key":"4_CR28","doi-asserted-by":"crossref","unstructured":"Schifanella, R., Barrat, A., Cattuto, C., et al.: Folks in folksonomies: Social link prediction from shared metadata. In: Proceedings of ACM International Conference on Web Search and Data Mining (WSDM 2010), pp. 271\u2013280 (2010)","DOI":"10.1145\/1718487.1718521"},{"key":"4_CR29","doi-asserted-by":"crossref","unstructured":"Sequeira, K., Zaki, M.: Admit: Anomaly-based data mining for intrusions. In: Proceedings of ACM Intl. Conf. on Knowledge Discovery and Data Mining (KDD 2002), pp. 386\u2013395 (2002)","DOI":"10.1145\/775047.775103"},{"key":"4_CR30","series-title":"Lecture Notes in Computer Science","first-page":"3","volume-title":"Advances in Database Technology EDBT \u201996","author":"R. Srikant","year":"1996","unstructured":"Srikant, R., Agrawal, R.: Mining Sequential Patterns: Generalizations and Performance Improvements. In: Apers, P.M.G., Bouzeghoub, M., Gardarin, G. (eds.) EDBT 1996. LNCS, vol.\u00a01057, pp. 3\u201317. Springer, Heidelberg (1996)"},{"key":"4_CR31","doi-asserted-by":"crossref","unstructured":"Torrey, L., Shavlik, J.: Transfer Learning. In: Handbook of Research on Machine Learning Applications. IGI Global (2009)","DOI":"10.4018\/978-1-60566-766-9.ch011"},{"key":"4_CR32","doi-asserted-by":"publisher","first-page":"110","DOI":"10.1016\/j.knosys.2007.04.002","volume":"21","author":"U. Yun","year":"2008","unstructured":"Yun, U.: A new framework for detecting weighted sequential patterns in large seq. databases. Knowledge-Based Systems\u00a021, 110\u2013122 (2008)","journal-title":"Knowledge-Based Systems"},{"issue":"1\/2","key":"4_CR33","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1023\/A:1007652502315","volume":"42","author":"M.J. Zaki","year":"2001","unstructured":"Zaki, M.J.: SPADE: An efficient algorithm for mining frequent sequences. Machine Learning\u00a042(1\/2), 31\u201360 (2001)","journal-title":"Machine Learning"},{"key":"4_CR34","doi-asserted-by":"crossref","unstructured":"Zhou, B., Hui, S.C., Chang, K.: An intelligent recommender system using sequential web access patterns. In: Procs. of IEEE Conf. on Cybernetics and Intell. Sys., pp. 393\u2013398 (2004)","DOI":"10.1109\/ICCIS.2004.1460447"},{"key":"4_CR35","doi-asserted-by":"crossref","unstructured":"Zobel, J., Moffat, A.: Inverted files for text search engine. ACM Comp. Surveys\u00a038(2) (2006)","DOI":"10.1145\/1132956.1132959"}],"container-title":["Lecture Notes in Computer Science","Database Systems for Advanced Applications"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-29035-0_4.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,25]],"date-time":"2025-03-25T14:15:17Z","timestamp":1742912117000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-29035-0_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"ISBN":["9783642290343","9783642290350"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-29035-0_4","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012]]}}}