{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,1,9]],"date-time":"2025-01-09T05:30:43Z","timestamp":1736400643837,"version":"3.32.0"},"reference-count":48,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540306054"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/3-540-33279-0_2","type":"book-chapter","created":{"date-parts":[[2006,5,3]],"date-time":"2006-05-03T08:38:43Z","timestamp":1146645523000},"page":"11-35","source":"Crossref","is-referenced-by-count":2,"title":["A Multi-Layered and Multi-Faceted Framework for Mining Evolving Web Clickstreams"],"prefix":"10.1007","author":[{"given":"Olfa","family":"Nasraoui","sequence":"first","affiliation":[]}],"member":"297","reference":[{"key":"2_CR1","unstructured":"P. Karnam A. Joshi, C. Punyapu. Personalization and asynchronicity to support mobile web access. In Workshop on Web Information and Data Management, ACM 7th Intl. Conf. on Information and Knowledge Management, Nov. 1998."},{"key":"2_CR2","doi-asserted-by":"crossref","unstructured":"C. Aggarwal, J. Han, J. Wang, and P. Yu. A framework for clustering evolving data streams. 2003.","DOI":"10.1016\/B978-012722442-8\/50016-1"},{"key":"2_CR3","doi-asserted-by":"crossref","unstructured":"C. Aggarwal, J. Han, J. Wang, and P.S. Yu. A framework for clustering evolving data streams. In Proc. 2003 Int. Conf. on Very Large Data Bases (VLDB'03), Berlin, Germany, Sept 2003.","DOI":"10.1016\/B978-012722442-8\/50016-1"},{"key":"2_CR4","doi-asserted-by":"crossref","unstructured":"S. Babu and J. Widom. Continuous queries over data streams. In SIGMOD Record'01, pp. 109\u2013120, 2001.","DOI":"10.1145\/603867.603884"},{"issue":"3","key":"2_CR5","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1145\/245108.245124","volume":"40","author":"M. Balabanovic","year":"1997","unstructured":"M. Balabanovic and Y. Shoham. Fab: Content-based, collaborative recommendation. Communications of the ACM, 40(3):67\u201372, 1997.","journal-title":"Communications of the ACM"},{"issue":"2","key":"2_CR6","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1145\/507515.507519","volume":"3","author":"D. Barbara","year":"2002","unstructured":"D. Barbara. Requirements for clustering data streams. ACM SIGKDD Explorations Newsletter, 3(2):23\u201327, 2002.","journal-title":"ACM SIGKDD Explorations Newsletter"},{"key":"2_CR7","doi-asserted-by":"crossref","unstructured":"J. Borges and M. Levene. Data mining of user navigation patterns. In H.A. Abbass, R.A. Sarker, and C.S. Newton, editors, Web Usage Analysis and User Profiling, Lecture Notes in Computer Science, pp. 92\u2013111. Springer-Verlag, 1999.","DOI":"10.1007\/3-540-44934-5_6"},{"key":"2_CR8","unstructured":"P. Bradley, U. Fayyad, and C. Reina. Scaling clustering algorithms to large databases. In Proceedings of the 4th international conf. on Knowledge Discovery and Data Mining (KDD98), 1998."},{"key":"2_CR9","doi-asserted-by":"crossref","unstructured":"A. Buchner and M.D. Mulvenna. Discovering internet marketing intelligence through online analytical web usage mining. SIGMOD Record, 4(27), 1999.","DOI":"10.1145\/306101.306124"},{"issue":"4","key":"2_CR10","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1023\/A:1021240730564","volume":"12","author":"R. Burke","year":"2002","unstructured":"R. Burke. Hybrid recommender systems: Survey and experiments. User Modeling and User-Adapted Interaction, 12(4):331\u2013370, 2002.","journal-title":"User Modeling and User-Adapted Interaction"},{"issue":"4","key":"2_CR11","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1023\/A:1021240730564","volume":"12","author":"R. Burke","year":"2002","unstructured":"R. Burke. Hybrid recommmender systems: Survey and experiments. User Modeling and User-Adapted Interaction, 12(4):331\u2013370, 2002.","journal-title":"User Modeling and User-Adapted Interaction"},{"key":"2_CR12","doi-asserted-by":"crossref","unstructured":"M. Charikar, L. O'Callaghan, and R. Panigrahy. Better streaming algorithms for clustering problems. In Proc. of 35th ACM Symposium on Theory of Computing (STOC), 2003.","DOI":"10.1145\/780542.780548"},{"key":"2_CR13","doi-asserted-by":"crossref","unstructured":"Y. Chen, G. Dong, J. Han, B.W. Wah, and J. Wang. Multi-dimensional regression analysis of time-series data streams. In 2002 Int. Conf. on Very Large Data Bases (VLDB'02), Hong Kong, China, 2002.","DOI":"10.1016\/B978-155860869-6\/50036-6"},{"key":"2_CR14","doi-asserted-by":"crossref","unstructured":"R. Cooley, B. Mobasher, and J. Srivastava. Web mining: Information and pattern discovery on the world wide web. In IEEE Intl. Conf. Tools with AI, pp. 558\u2013567, Newport Beach, CA, 1997.","DOI":"10.1109\/TAI.1997.632303"},{"key":"2_CR15","doi-asserted-by":"crossref","unstructured":"R. Cooley, B. Mobasher, and J. Srivastava. Data preparation for mining world wide web browsing patterns. Journal of knowledge and information systems, 1(1), 1999.","DOI":"10.1007\/BF03325089"},{"issue":"1","key":"2_CR16","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.2517-6161.1977.tb01600.x","volume":"39","author":"A.P. Dempster","year":"1977","unstructured":"A.P. Dempster, N.M. Laird, and D.B. Rubin. Maximum likelihood from incomplete data via the em algorithm. Journal of the Royal Statistical Society Series B, 39(1):1\u201338, 1977.","journal-title":"Journal of the Royal Statistical Society Series B"},{"key":"2_CR17","unstructured":"U. Fayad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy. Advances in Knowledge Discovery and Data Mining. AAAI\/MIT Press, 1996."},{"key":"2_CR18","doi-asserted-by":"crossref","unstructured":"S. Guha, N. Mishra, R. Motwani, and L. O'Callaghan. Clustering data streams. In IEEE Symposium on Foundations of Computer Science (FOCS'00), Redondo Beach, CA, 2000.","DOI":"10.1109\/SFCS.2000.892124"},{"key":"2_CR19","first-page":"43","volume-title":"chapter Tchebychef's Inequality","author":"G.H. Hardy","year":"1988","unstructured":"G.H. Hardy, J.E. Littlewood, and G P\u00f3lya. Inequalities, chapter Tchebychef's Inequality, pp. 43\u201345. Cambridge University Press, Cambridge, England, 2nd edition, 1988.","edition":"2nd edition"},{"key":"2_CR20","doi-asserted-by":"crossref","unstructured":"M. Henzinger, P. Raghavan, and S. Rajagopalan. Computing on data streams, 1998.","DOI":"10.1090\/dimacs\/050\/05"},{"key":"2_CR21","doi-asserted-by":"publisher","DOI":"10.1002\/0471725250","volume-title":"Robust Statistics","author":"P.J. Huber","year":"1981","unstructured":"P.J. Huber. Robust Statistics. John Wiley & Sons, New York, 1981."},{"key":"2_CR22","unstructured":"H. Heckerman J. Breese and C. Kadie. Empirical analysis of predictive algorithms for collaborative filtering. In 14th Conf. Uncertainty in Artificial Intelligence, pp. 43\u201352, 1998."},{"key":"2_CR23","doi-asserted-by":"crossref","unstructured":"A. Joshi, S. Weerawarana, and E. Houstis. On disconnected browsing of distributed information. In Seventh IEEE Intl. Workshop on Research Issues in Data Engineering (RIDE), pp. 101\u2013108, 1997.","DOI":"10.1109\/RIDE.1997.583714"},{"key":"2_CR24","unstructured":"H. Mannila, H. Toivonen, and A.I. Verkamo. Discovering frequent episodes in sequences. In Proceedings of KDD Congress, pp. 210\u2013215, Montreal, Quebec, Canada, 1995."},{"key":"2_CR25","doi-asserted-by":"crossref","unstructured":"D. Mladenic. Text learning and related intelligent agents. IEEE Expert, Jul. 1999.","DOI":"10.1109\/5254.784084"},{"key":"2_CR26","doi-asserted-by":"crossref","unstructured":"B. Mobasher, H. Dai, T. Luo, and M. Nakagawa. Effective personalizaton based on association rule discovery from web usage data. In ACM Workshop on Web information and data management, Atlanta, GA, Nov 2001.","DOI":"10.1145\/502932.502935"},{"key":"2_CR27","unstructured":"O. Nasraoui, C. Cardona, C. Rojas, and F. Gonzalez. Mining evolving user profiles in noisy web clickstream data with a scalable immune system clustering algorithm. In WebKDD 2003 KDD Workshop on Web mining as a Premise to Effective and Intelligent Web Applications, Washington, DC, August 2003."},{"key":"2_CR28","doi-asserted-by":"crossref","unstructured":"O. Nasraoui, C. Cardona, C. Rojas, and F. Gonzalez. Tecno-streams: Tracking evolving clusters in noisy data streams with a scalable immune system learning model. In Third IEEE International Conference on Data Mining (ICDM'03), Melbourne, FL, November 2003.","DOI":"10.1109\/ICDM.2003.1250925"},{"key":"2_CR29","unstructured":"O. Nasraoui and R. Krishnapuram. A new evolutionary approach to web usage and context sensitive associations mining. International Journal on Computational Intelligence and Applications - Special Issue on Internet Intelligent Systems, 2(3):339\u2013348."},{"key":"2_CR30","doi-asserted-by":"crossref","unstructured":"O. Nasraoui and R. Krishnapuram. One step evolutionary mining of context sensitive associations and web navigation patterns. In SIAM conference on Data Mining, pp. 531\u2013547, Arlington, VA, 2002.","DOI":"10.1137\/1.9781611972726.31"},{"issue":"4","key":"2_CR31","doi-asserted-by":"publisher","first-page":"509","DOI":"10.1142\/S021821300000032X","volume":"9","author":"O. Nasraoui","year":"2000","unstructured":"O. Nasraoui, R. Krishnapuram, H. Frigui, and Joshi A. Extracting web user profiles using relational competitive fuzzy clustering. International Journal of Artificial Intelligence Tools, 9(4):509\u2013526, 2000.","journal-title":"International Journal of Artificial Intelligence Tools"},{"key":"2_CR32","unstructured":"O. Nasraoui, R. Krishnapuram, and A. Joshi. Mining web access logs using a relational clustering algorithm based on a robust estimator. In 8th International World Wide Web Conference, pp. 40\u201341, Toronto, Canada, 1999."},{"key":"2_CR33","doi-asserted-by":"crossref","unstructured":"O. Nasraoui and M. Pavuluri. Complete this puzzle: A connectionist approach to accurate web recommendations based on a committee of predictors. In WebKDD- 2004 workshop on Web Mining and Web Usage Analysis , B. Mobasher, B. Liu, B. Masand, O. Nasraoui, Eds, Seattle, WA, Aug 2004.","DOI":"10.1145\/1046456.1046484"},{"key":"2_CR34","unstructured":"O. Nasraoui and C. Petenes. Combining web usage mining and fuzzy inference for website personalization. In Proc. of WebKDD 2003 KDD Workshop on Web mining as a Premise to Effective and Intelligent Web Applications, p. 37, Washington DC, August 2003."},{"issue":"5\u20136","key":"2_CR35","first-page":"393","volume":"13","author":"M. Pazzani","year":"1999","unstructured":"M. Pazzani. A framework for collaborative, content-based and demographic filtering. AI Review, 13(5\u20136):393\u2013408, 1999.","journal-title":"AI Review"},{"key":"2_CR36","unstructured":"M. Perkowitz and O. Etzioni. Adaptive web sites: an ai challenge. In Intl. Joint Conf. on AI, 1997."},{"key":"2_CR37","unstructured":"M. Perkowitz and O. Etzioni. Adaptive web sites: Automatically synthesizing web pp. In AAAI 98, 1998."},{"key":"2_CR38","unstructured":"R.O. Duda and P.E. Hart. Pattern Classifiation and Scene Analysis. John Wiley and Sons, 1973."},{"key":"2_CR39","doi-asserted-by":"publisher","DOI":"10.1002\/0471725382","volume-title":"Robust Regression and Outlier Detection","author":"P.J. Rousseeuw","year":"1987","unstructured":"P.J. Rousseeuw and A.M. Leroy. Robust Regression and Outlier Detection. John Wiley & Sons, New York, 1987."},{"key":"2_CR40","doi-asserted-by":"crossref","unstructured":"Robert E. Schapire. The boosting approach to machine learning: An overview. In MSRI Workshop on Nonlinear Estimation and Classifiation, 2002.","DOI":"10.1007\/978-0-387-21579-2_9"},{"key":"2_CR41","doi-asserted-by":"crossref","unstructured":"C. Shahabi, A.M. Zarkesh, J. Abidi, and V. Shah. Knowledge discovery from users web-page navigation. In Proceedings of workshop on research issues in Data engineering, Birmingham, England, 1997.","DOI":"10.1109\/RIDE.1997.583692"},{"key":"2_CR42","unstructured":"M. Spiliopoulou and L.C. Faulstich. Wum: A web utilization miner. In Proceedings of EDBT workshop WebDB98, Valencia, Spain, 1999."},{"issue":"2","key":"2_CR43","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/846183.846188","volume":"1","author":"J. Srivastava","year":"Jan 2000","unstructured":"J. Srivastava, R. Cooley, M. Deshpande, and P.N. Tan. Web usage mining: Discovery and applications of usage patterns from web data. SIGKDD Explorations, 1(2):1\u201312, Jan 2000.","journal-title":"SIGKDD Explorations"},{"key":"2_CR44","doi-asserted-by":"crossref","unstructured":"L. Terveen, W. Hill, and B. Amento. Phoaks \u2013 a system for sharing recommendations. Comm. ACM, 40(3), 1997.","DOI":"10.1145\/245108.245122"},{"key":"2_CR45","doi-asserted-by":"crossref","unstructured":"T. Yan, M. Jacobsen, H. Garcia-Molina, and U. Dayal. From user access patterns to dynamic hypertext linking. In Proceedings of the 5th International World Wide Web conference, Paris, France, 1996.","DOI":"10.1016\/0169-7552(96)00051-7"},{"key":"2_CR46","unstructured":"O. Zaiane and J. Han. Webml: Querying the world-wide web for resources and knowledge. In Workshop on Web Information and Data Management, 7th Intl. Conf. on Information and Knowledge Management, 1998."},{"key":"2_CR47","doi-asserted-by":"crossref","unstructured":"O. Zaiane, M. Xin, and J. Han. Discovering web access patterns and trends by applying olap and data mining technology on web logs. In Advances in Digital Libraries, pp. 19\u201329, Santa Barbara, CA, 1998.","DOI":"10.1109\/ADL.1998.670376"},{"key":"2_CR48","doi-asserted-by":"crossref","unstructured":"T. Zhang, R. Ramakrishnan, and M. Livny. Birch: An efficient data clustering method for very large databases. In Proceedings of the ACM SIGMOD conference on Management of Data, Montreal Canada, 1996.","DOI":"10.1145\/233269.233324"}],"container-title":["Studies in Computational Intelligence","Adaptive and Personalized Semantic Web"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/3-540-33279-0_2.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,8]],"date-time":"2025-01-08T20:02:38Z","timestamp":1736366558000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/3-540-33279-0_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9783540306054"],"references-count":48,"URL":"https:\/\/doi.org\/10.1007\/3-540-33279-0_2","relation":{},"subject":[]}}