{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,29]],"date-time":"2025-10-29T19:14:33Z","timestamp":1761765273498,"version":"3.37.3"},"publisher-location":"Berlin, Heidelberg","reference-count":119,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642112232"},{"type":"electronic","value":"9783642112249"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010]]},"DOI":"10.1007\/978-3-642-11224-9_9","type":"book-chapter","created":{"date-parts":[[2010,3,6]],"date-time":"2010-03-06T14:51:52Z","timestamp":1267887112000},"page":"195-224","source":"Crossref","is-referenced-by-count":13,"title":["Computational Intelligence Methods for Data Analysis and Mining of eLearning Activities"],"prefix":"10.1007","author":[{"given":"Pavla","family":"Dr\u00e1\u017edilov\u00e1","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gamila","family":"Obadi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kate\u0159ina","family":"Slaninov\u00e1","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shawki","family":"Al-Dubaee","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jan","family":"Martinovi\u010d","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"V\u00e1clav","family":"Sn\u00e1\u0161el","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"9_CR1","doi-asserted-by":"crossref","unstructured":"Abe, S., Nakata, S., Kigoshi, T., Mochizuki, H.: Designing and developing multilingual e-learning materials: Tufs language education pronunciation module - introduction of a system for learning japanese language pronunciation. In: ICALT, p. 462 (2003)","DOI":"10.1109\/ICALT.2003.1215185"},{"key":"9_CR2","first-page":"3","volume":"29","author":"J. Abonyi","year":"2005","unstructured":"Abonyi, J., Balasz, F., Abraham, A.: Computational intelligence in data mining. Informatica\u00a029, 3\u201312 (2005)","journal-title":"Informatica"},{"key":"9_CR3","doi-asserted-by":"crossref","unstructured":"Agrawal, R., Imielinski, T., Swami, A.N.: Mining association rules between sets of items in large databases. In: SIGMOD Conference, pp. 207\u2013216 (1993)","DOI":"10.1145\/170035.170072"},{"key":"9_CR4","unstructured":"Agrawal, R., Mannila, H., Srikant, R., Toivonen, H., Verkamo, A.I.: Fast discovery of association rules. In: Advances in Knowledge Discovery and Data Mining, pp. 307\u2013328. AAAI\/MIT Press (1996)"},{"key":"9_CR5","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1109\/ICDE.1995.380415","volume-title":"Proceedings of International Conference on Data Engineering (ICDE 1995)","author":"R. Agrawal","year":"1995","unstructured":"Agrawal, R., Srikant, R.: Mining sequential patterns. In: Proceedings of International Conference on Data Engineering (ICDE 1995), pp. 3\u201314. IEEE Computer Society Press, Los Alamitos (1995)"},{"key":"9_CR6","doi-asserted-by":"crossref","unstructured":"Al-Dubaee, S.A., Ahmad, N.: The bior 3.1 wavelet transform in multilingual web information retrieval. In: DMIN, pp. 707\u2013713 (2008)","DOI":"10.1109\/FSKD.2008.551"},{"key":"9_CR7","doi-asserted-by":"crossref","unstructured":"Al-Dubaee, S.A., Ahmad, N.: New direction of applied wavelet transform in multilingual web information retrieval. In: FSKD, (4), pp. 198\u2013202 (2008)","DOI":"10.1109\/FSKD.2008.551"},{"key":"9_CR8","unstructured":"Al-Dubaee, S.A., Ahmad, N.: A novel multilingual web information retrieval method using multiwavelet transform. UbiCC\u00a03(3) (2008)"},{"key":"9_CR9","unstructured":"Al-Dubaee, S.A., Sn\u00e1\u0161el, V., Ahmad, N.: Wavelet, multiwavelet and multilingualism on the internet. In: IKE (2009)"},{"issue":"3","key":"9_CR10","doi-asserted-by":"publisher","first-page":"307","DOI":"10.1007\/s00500-008-0323-y","volume":"13","author":"J. Alcal\u00e1-Fdez","year":"2008","unstructured":"Alcal\u00e1-Fdez, J., S\u00e1nchez, L., Garc\u00eda, S., del Jesus, M.J., Ventura, S., Garrell, J.M., Otero, J., Romero, C., Bacardit, J., Rivas, V.M., Fern\u00e1ndez, J.C., Herrera, F.: Keel: a software tool to assess evolutionary algorithms for data mining problems. Soft Comput.\u00a013(3), 307\u2013318 (2008)","journal-title":"Soft Comput."},{"key":"9_CR11","unstructured":"Antunes, C.: Acquiring background knowledge for intelligent tutoring systems. In: Proceedings of Educational Data Mining 2008: 1st International Conference on Educational Data Mining, pp. 18\u201327 (2008)"},{"key":"9_CR12","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"289","DOI":"10.1007\/3-540-45790-9_1","volume-title":"Grammatical Inference: Algorithms and Applications","author":"C.M. Antunes","year":"2002","unstructured":"Antunes, C.M., Oliveira, A.L.: Inference of Sequential Association Rules Guided by Context-Free Grammars. In: Adriaans, P.W., Fernau, H., van Zaanen, M. (eds.) ICGI 2002. LNCS (LNAI), vol.\u00a02484, pp. 289\u2013293. Springer, Heidelberg (2002)"},{"volume-title":"The Handbook of Brain Theory and Neural Networks","year":"2002","key":"9_CR13","unstructured":"Arbib, M.A. (ed.): The Handbook of Brain Theory and Neural Networks. The MIT Press, Cambridge (2002)"},{"key":"9_CR14","doi-asserted-by":"publisher","first-page":"801","DOI":"10.1016\/0167-8655(95)00052-I","volume":"16","author":"S. Bandyopadhyay","year":"1995","unstructured":"Bandyopadhyay, S., Muthy, C.A.: Pattern clasification using genetic algorithms. Pattern Recognition Letters\u00a016, 801\u2013808 (1995)","journal-title":"Pattern Recognition Letters"},{"key":"9_CR15","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1002\/aris.1440360107","volume":"36","author":"G. Ben\u00f4it","year":"2002","unstructured":"Ben\u00f4it, G.: Data mining. Annual Review of Information Science and Technology\u00a036, 265\u2013310 (2002)","journal-title":"Annual Review of Information Science and Technology"},{"issue":"1","key":"9_CR16","first-page":"22","volume":"35","author":"Z.L. Berge","year":"1995","unstructured":"Berge, Z.L.: Facilitating computer conferencing: Recommendations from the field. Educational Technology\u00a035(1), 22\u201330 (1995)","journal-title":"Educational Technology"},{"key":"9_CR17","doi-asserted-by":"crossref","DOI":"10.1142\/6103","volume-title":"Lecture notes in data mining","author":"M.W. Berry","year":"2006","unstructured":"Berry, M.W., Browne, M.: Lecture notes in data mining, ch.\u00a014. World Scientific, Singapore (2006)"},{"key":"9_CR18","unstructured":"Blanchard, E., Razaki, R., Frasson, C.: Cross-cultural adaptation of elearning contents: a methodology. In: International Conference on E-Learning (2005)"},{"key":"9_CR19","doi-asserted-by":"publisher","first-page":"866","DOI":"10.1145\/1401890.1401994","volume-title":"KDD 2008: Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining","author":"M. Bouguessa","year":"2008","unstructured":"Bouguessa, M., Dumoulin, B., Wang, S.: Identifying authoritative actors in question-answering forums: the case of yahoo! answers. In: KDD 2008: Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 866\u2013874. ACM, New York (2008)"},{"key":"9_CR20","unstructured":"Burdescu, D.D., Mihaescu, M.C., Logofatu, B.: Employing bayes classifier for improving learner\u2019s proficiency. In: International Conference on Internet and Web Applications and Services, pp. 38\u201342 (2008), http:\/\/doi.ieeecomputersociety.org\/10.1109\/ICIW.2008.16"},{"key":"9_CR21","unstructured":"Castro, F., Nebot, A., Mugica, F.: A soft computing decision support framework to improve the e-learning experience. In: SpringSim, pp. 781\u2013788 (2008)"},{"key":"9_CR22","unstructured":"Castro, F., Vellido, A., Nebot, A.: Minguillon: Finding relevant features to characterize student behavior on an e-learning system. In: Hamid, R.A. (ed.) FECS 2005, pp. 210\u2013216 (2005)"},{"key":"9_CR23","doi-asserted-by":"crossref","unstructured":"Castro, F., Vellido, A., Nebot, A., Mugica, F.: Applying data mining techniques to e-learning problems. Studies in Computational Intelligence(SCI), vol.\u00a062 (2007)","DOI":"10.1007\/978-3-540-71974-8_8"},{"issue":"1","key":"9_CR24","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1016\/j.eswa.2006.04.025","volume":"33","author":"C.M. Chen","year":"2007","unstructured":"Chen, C.M., Hsieh, Y.L., Hsu, S.H.: Mining learner profile utilizing association rule for web-based learning diagnosis. Expert Syst. Appl.\u00a033(1), 6\u201322 (2007)","journal-title":"Expert Syst. Appl."},{"issue":"1-2","key":"9_CR25","doi-asserted-by":"publisher","first-page":"284","DOI":"10.1007\/s10015-007-0483-3","volume":"12","author":"Y.I. Cho","year":"2008","unstructured":"Cho, Y.I.: Intelligent automatic community grouping system by multiagents. Artificial Life and Robotics\u00a012(1-2), 284\u2013290 (2008)","journal-title":"Artificial Life and Robotics"},{"issue":"7","key":"9_CR26","doi-asserted-by":"publisher","first-page":"622","DOI":"10.1016\/j.ijhcs.2006.02.001","volume":"64","author":"T. Daradoumis","year":"2006","unstructured":"Daradoumis, T., Martinez-Mones, A., Xhafa, F.: A layered framework for evaluating on-line collaborative learning interactions. International Journal of Human-Computer Studies\u00a064(7), 622\u2013635 (2006)","journal-title":"International Journal of Human-Computer Studies"},{"key":"9_CR27","unstructured":"Denev, D., Boichev, A., Nedelchev, P.: Multilingual support of e-learning systems: The bulgarian contribution. In: CompSysTech 2006 (2006)"},{"key":"9_CR28","unstructured":"Dolog, P., Gavriloaie, R., Nejdl, W., Brase, J.: Integrating adaptive hypermedia techniques and open RDF-based environments. In: WWW - Alternate Paper Tracks (2003)"},{"key":"9_CR29","volume-title":"Computational Intelligence: An Introduction","author":"R.C. Eberhart","year":"2007","unstructured":"Eberhart, R.C., Shi, Y.: Computational Intelligence: An Introduction. Morgan Kaufmann, San Francisco (2007)"},{"key":"9_CR30","doi-asserted-by":"crossref","DOI":"10.1002\/9780470512517","volume-title":"Computational Intelligence: An Introduction","author":"A.P. Engelbrecht","year":"2007","unstructured":"Engelbrecht, A.P.: Computational Intelligence: An Introduction. J. Wiley & Sons Inc., Chichester (2007)"},{"key":"9_CR31","doi-asserted-by":"crossref","unstructured":"Falkenauer, A.A.: A survey of Evolutionary Algorithms for data Mining and Knowledge Discovery. In: Ghosh, A., Tsutsui, S. (eds.), pp. 819\u2013845. Springer, New York (2003)","DOI":"10.1007\/978-3-642-18965-4_33"},{"key":"9_CR32","first-page":"37","volume":"17","author":"U. Fayyad","year":"1996","unstructured":"Fayyad, U., Piatetsky-Sshapiro, G., Smyth, P.: From data mining to knowledge discovery in databases. AI Magazine\u00a017, 37\u201354 (1996)","journal-title":"AI Magazine"},{"issue":"2","key":"9_CR33","doi-asserted-by":"publisher","first-page":"142","DOI":"10.1016\/j.edurev.2009.02.001","volume":"4","author":"H. Fazlollahtabarand","year":"2009","unstructured":"Fazlollahtabarand, H., Mahdavi, I.: User\/tutor optimal learning path in e-learning using comprehensive neuro-fuzzy approach. Education Research Review Elsevier\u00a04(2), 142\u2013155 (2009)","journal-title":"Education Research Review Elsevier"},{"key":"9_CR34","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1007\/3-540-45068-8_27","volume-title":"Web Engineering","author":"C.A. Fern\u00e1ndez","year":"2003","unstructured":"Fern\u00e1ndez, C.A., L\u00f3pez, J.V., Montero, F., Gonzalez, P.: Adaptive interaction multi-agent systems in e-learning\/e-teaching on the web. In: Cueva Lovelle, J.M., Rodr\u00edguez, B.M.G., Gayo, J.E.L., Ruiz, M.d.P.P., Aguilar, L.J. (eds.) ICWE 2003. LNCS, vol.\u00a02722, pp. 144\u2013153. Springer, Heidelberg (2003)"},{"key":"9_CR35","unstructured":"Frawley, W.J., Piatetsky-Shapiro, G., Matheus, C.J.: Knowledge discovery in databases: An overview. In: Knowledge Discovery in Databases, pp. 1\u201330. AAAI\/MIT Press (1991)"},{"key":"9_CR36","volume-title":"Proceedings of the International Workshop on Applying Data Mining in e-Learning 2007","author":"E. Garc\u00eda","year":"2007","unstructured":"Garc\u00eda, E., Romero, C., Ventura, S., Calders, T.: Drawbacks and solutions of applying association rule mining in learning management systems. In: Proceedings of the International Workshop on Applying Data Mining in e-Learning 2007. IEEE Press, Los Alamitos (2007)"},{"issue":"1-2","key":"9_CR37","doi-asserted-by":"publisher","first-page":"99","DOI":"10.1007\/s11257-008-9047-z","volume":"19","author":"E. Garc\u00eda","year":"2009","unstructured":"Garc\u00eda, E., Romero, C., Ventura, S., Castro, C.D.: An architecture for making recommendations to courseware authors using association rule mining and collaborative filtering. User Modeling and User-Adapted Interaction\u00a019(1-2), 99\u2013132 (2009)","journal-title":"User Modeling and User-Adapted Interaction"},{"key":"9_CR38","doi-asserted-by":"publisher","first-page":"530","DOI":"10.1109\/TKDE.2002.1000341","volume":"14","author":"M. Garofalakis","year":"2002","unstructured":"Garofalakis, M., Rastogi, R., Shim, K.: Mining sequential patterns with regular expression constraints. IEEE Transactions on Knowledge and Data Engineering\u00a014, 530\u2013552 (2002)","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"9_CR39","first-page":"106","volume-title":"ICDE 1999: Proceedings of the 15th International Conference on Data Engineering","author":"J. Han","year":"1999","unstructured":"Han, J., Dong, G., Yin, Y.: Efficient mining of partial periodic patterns in time series database. In: ICDE 1999: Proceedings of the 15th International Conference on Data Engineering, p. 106. IEEE Computer Society, Washington (1999)"},{"key":"9_CR40","doi-asserted-by":"publisher","first-page":"355","DOI":"10.1145\/347090.347167","volume-title":"Proceedings of the 6th International Conference on Knowledge Discovery and Data Mining (KDD 2000)","author":"J. Han","year":"2000","unstructured":"Han, J., Pei, J., Mortazavi-Asl, B., Chen, Q., Dayal, U., Hsu, M.C.: Freespan: Frequent pattern-projected sequential pattern mining. In: Proceedings of the 6th International Conference on Knowledge Discovery and Data Mining (KDD 2000), pp. 355\u2013359. ACM, New York (2000)"},{"key":"9_CR41","volume-title":"Adaptive Computation and Machine Learning","author":"D.J. Hand","year":"2001","unstructured":"Hand, D.J., Mannila, H., Smyth, P.: Principles of Data Mining. In: Adaptive Computation and Machine Learning. The MIT Press, Cambridge (2001), http:\/\/www.amazon.ca\/exec\/obidos\/redirect?tag=citeulike09-20%&amp;path=ASIN\/026208290X"},{"key":"9_CR42","first-page":"842","volume-title":"Neural Networks: A Comprehensive Foundation","author":"S. Haykin","year":"1998","unstructured":"Haykin, S.: Neural Networks: A Comprehensive Foundation, 2nd edn., p. 842. IEEE Press, Los Alamitos (1998)","edition":"2"},{"key":"9_CR43","doi-asserted-by":"crossref","unstructured":"Hrad, J., Zeman, T., H\u00e1jek, J.: Multilanguage e-learning course for industrial automation. In: Learning to Live in the Knowledge Society, pp. 371\u2013372 (2008)","DOI":"10.1007\/978-0-387-09729-9_60"},{"key":"9_CR44","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1016\/S0360-1315(03)00065-4","volume":"42","author":"G.J. Hwang","year":"2004","unstructured":"Hwang, G.J., Huang, T.C.K., Tseng, C.R.: A group-desigion approach for evaluating educational web sites. Computers & Education\u00a042, 65\u201386 (2004)","journal-title":"Computers & Education"},{"issue":"3","key":"9_CR45","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1145\/331499.331504","volume":"31","author":"A.K. Jain","year":"1999","unstructured":"Jain, A.K., Murty, M.N., Flynn, P.J.: Data clustering: a review. ACM Computing Survey\u00a031(3), 264\u2013323 (1999)","journal-title":"ACM Computing Survey"},{"key":"9_CR46","unstructured":"Jeong, H., Biswas, G.: Mining student behavior models in learning-by-teaching environments. In: Baker, R.S.J.d., Barnes, T., Beck, J.E. (eds.) Proceeings of Educational Data Mining 2008: 1st International Conference on Educational Data Mining, pp. 127\u2013136 (2008)"},{"key":"9_CR47","unstructured":"Jun, L., Renhou, L., Qinhua, Z.: Study on the personality mining method for learners in network learning. Journal of Xian Jiaotong University, 575\u2013576 (2004)"},{"key":"9_CR48","unstructured":"Kay, J., Masionneuve, N., Yacef, K., Za\u00efane, O.: Mining patterns of events in students\u2019 teamwork data. In: Proceedings of the Workshop on Educational Data Mining at the 8th International Conference on Intelligent Tutoring Systems (ITS 2006), pp. 45\u201352 (2006)"},{"issue":"5","key":"9_CR49","doi-asserted-by":"publisher","first-page":"604","DOI":"10.1145\/324133.324140","volume":"46","author":"J.M. Kleinberg","year":"1999","unstructured":"Kleinberg, J.M.: Authoritative sources in a hyperlinked environment. J. ACM\u00a046(5), 604\u2013632 (1999)","journal-title":"J. ACM"},{"volume-title":"Handbook of data mining and knowledge discovery","year":"2002","key":"9_CR50","unstructured":"Kl\u00f6sgen, W., Zytkow, J.M. (eds.): Handbook of data mining and knowledge discovery. Oxford University Press, Inc., New York (2002)"},{"issue":"3","key":"9_CR51","doi-asserted-by":"publisher","first-page":"252","DOI":"10.1108\/14684520610675780","volume":"30","author":"N. Korfiatis","year":"2006","unstructured":"Korfiatis, N., Poulos, M., Bokos, G.: Evaluating authoritative sources using social networks: An insight from wikipedia. Online Information Review\u00a030(3), 252\u2013262 (2006), http:\/\/www.korfiatis.info\/papers\/OISJournal_final.pdf","journal-title":"Online Information Review"},{"key":"9_CR52","unstructured":"Kubon, V., Spousta, M.: Multilingual approach to e-learning from a monolingual perspective. In: FLAIRS Conference, pp. 229\u2013230 (2008)"},{"key":"9_CR53","unstructured":"Kumar, A.: Rule-based adaptive problem generation in programming tutors and its evaluation. In: The 12th International Conference on Artificial Intelligence in Education, pp. 36\u201344 (2005)"},{"key":"9_CR54","first-page":"351","volume":"33","author":"L.I. Kuncheva","year":"2000","unstructured":"Kuncheva, L.I., Jain, L.C.: Designing classifier fusion systems by genetic algorithms. IEEE Transaction on Evolutionary Computation\u00a033, 351\u2013373 (2000)","journal-title":"IEEE Transaction on Evolutionary Computation"},{"key":"9_CR55","unstructured":"Lee, S.H., Kim, P.J., Ahn, Y.Y., Jeong, H.: Googling hidden interactions: Web search engine based weighted network construction (2007), http:\/\/www.citebase.org\/abstract?id=oai:arXiv.org:0710.3268"},{"key":"9_CR56","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"134","DOI":"10.1007\/978-3-540-85654-2_16","volume-title":"Database and Expert Systems Applications","author":"L. Li","year":"2008","unstructured":"Li, L., Otsuka, S., Kitsuregawa, M.: Query recommendation using large-scale web access logs and web page archive. In: Bhowmick, S.S., K\u00fcng, J., Wagner, R. (eds.) DEXA 2008. LNCS, vol.\u00a05181, pp. 134\u2013141. Springer, Heidelberg (2008)"},{"issue":"2","key":"9_CR57","doi-asserted-by":"publisher","first-page":"372","DOI":"10.1002\/asi.20970","volume":"60","author":"I. Lykourentzou","year":"2009","unstructured":"Lykourentzou, I., Giannoukos, I., Mpardis, G., Nikolopoulos, V., Loumos, V.: Early and dynamic student achievement prediction in e-learning courses using neural networks. Journal of the American Society for Information Science and Technology\u00a060(2), 372\u2013380 (2009)","journal-title":"Journal of the American Society for Information Science and Technology"},{"issue":"3","key":"9_CR58","doi-asserted-by":"publisher","first-page":"259","DOI":"10.1023\/A:1009748302351","volume":"1","author":"H. Mannila","year":"1997","unstructured":"Mannila, H., Toivonen, H., Verkamo, A.I.: Discovery of frequent episodes in event sequences. Data Mining of Knowledge Discovery\u00a01(3), 259\u2013289 (1997)","journal-title":"Data Mining of Knowledge Discovery"},{"key":"9_CR59","doi-asserted-by":"crossref","unstructured":"Martin-Bautista, M.J., Vila, M.A.: A survey of genetic feature selection in mining issues. In: Proceeding Congress on Evolutionary Computation (CEC 1999), pp. 1314\u20131321 (1999)","DOI":"10.1109\/CEC.1999.782599"},{"key":"9_CR60","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1109\/CISIM.2008.36","volume-title":"International Conference on Computer Information Systems and Industrial Management Applications","author":"J. Martinovi\u010d","year":"2008","unstructured":"Martinovi\u010d, J., Dr\u00e1\u017edilov\u00e1, P., Slaninov\u00e1, K., Sn\u00e1\u0161el, V.: Relation analysis in elearning. In: International Conference on Computer Information Systems and Industrial Management Applications, pp. 133\u2013138. IEEE Computer Society, Los Alamitos (2008)"},{"issue":"1","key":"9_CR61","doi-asserted-by":"crossref","first-page":"35","DOI":"10.2307\/25148667","volume":"29","author":"M. McLure-Wasko","year":"2005","unstructured":"McLure-Wasko, M., Faraj, S.: Why should i share? examining social capital and knowledge contribution in electronic networks. MIS Quarterly\u00a029(1), 35\u201357 (2005)","journal-title":"MIS Quarterly"},{"key":"9_CR62","unstructured":"McPherson, M., Nunes, M.B.: The role of tutors as an integral part of online learning support (2009), http:\/\/www.eurodl.org\/materials\/contrib\/2004\/Maggie_MsP.html"},{"key":"9_CR63","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45110-2_119","volume-title":"Genetic and Evolutionary Computation - GECCO 2003","author":"B. Minaei-Bidgoli","year":"2003","unstructured":"Minaei-Bidgoli, B., Punch, W.F.: Using Genetic Algorithms for Data Mining Optimization in an Educational Web-Based System. In: Cant\u00fa-Paz, E., Foster, J.A., Deb, K., Davis, L., Roy, R., O\u2019Reilly, U.-M., Beyer, H.-G., Kendall, G., Wilson, S.W., Harman, M., Wegener, J., Dasgupta, D., Potter, M.A., Schultz, A., Dowsland, K.A., Jonoska, N., Miller, J., Standish, R.K. (eds.) GECCO 2003. LNCS, vol.\u00a02724, Springer, Heidelberg (2003)"},{"key":"9_CR64","volume-title":"Data Mining Multimedia, Soft Computing, and Bioinformatics","author":"S. Mitra","year":"2003","unstructured":"Mitra, S., Acharya, T.: Data Mining Multimedia, Soft Computing, and Bioinformatics. J. Wiley & Sons Inc., Chichester (2003)"},{"key":"9_CR65","doi-asserted-by":"crossref","unstructured":"Monachesi, P., Lemnitzer, L., Simov, K.I.: Language technology for elearning. In: EC-TEL, pp. 667\u2013672 (2006)","DOI":"10.1007\/11876663_70"},{"key":"9_CR66","unstructured":"Morales, C.R., P\u00e9rez, A.R.P., Soto, S.V., Mart\u00ednez, C.H., G\u00f3mez, A.Z.: Using sequential pattern mining for links recommendation in adaptive hypermedia educational systems. In: Proceedings of 5th international Conference on Multimedia and Information and Communication Technologies in Education, M-CITE 2006 (2006)"},{"issue":"2","key":"9_CR67","first-page":"123","volume":"5","author":"M. Neji","year":"2007","unstructured":"Neji, M., Ben, A.M.: Agent-based collaborative affective e-learning framework. The Electronic Journal of e-Learning\u00a05(2), 123\u2013134 (2007)","journal-title":"The Electronic Journal of e-Learning"},{"key":"9_CR68","unstructured":"Pahl, C., Donnellan, C.: Data mining technology for the evaluation of web-based teaching and learning systems. In: Proceedings of the congress e- learning (2003)"},{"key":"9_CR69","unstructured":"Pei, J., Han, J., Mortazavi-asl, B., Pinto, H., Chen, Q., Dayal, U., Hsu, M.-c.: Prefixspan: Mining sequential patterns efficiently by prefix-projected pattern growth. In: Proceedings of 17th International Conference on Data Engineering (ICDE 2001), pp. 215\u2013224 (2001)"},{"key":"9_CR70","unstructured":"Ribeiro, B., Cardoso, A.: Behavior pattern mining during the evaluation phase in an e-learning course. In: Proceeings of International Conference on Engineering and Education (2007)"},{"issue":"2","key":"9_CR71","doi-asserted-by":"publisher","first-page":"1632","DOI":"10.1016\/j.eswa.2007.11.026","volume":"36","author":"C. Romero","year":"2009","unstructured":"Romero, C., Gonz\u00e1lez, P., Ventura, S., del Jesus, M.J., Herrera, F.: Evolutionary algorithms for subgroup discovery in e-learning: A practical application using moodle data. Expert Syst. Appl.\u00a036(2), 1632\u20131644 (2009)","journal-title":"Expert Syst. Appl."},{"key":"9_CR72","unstructured":"Romero, C., Guti\u00e9rrez, S., Freire, M., Ventura, S.: Mining and visualizing visited trails in web-based educational systems. In: Proceedings of Educational Data Mining 2008: 1st International Conference on Educational Data Mining (2008)"},{"volume-title":"Data Mining in E-Learning","year":"2006","key":"9_CR73","unstructured":"Romero, C., Ventura, S. (eds.): Data Mining in E-Learning. WIT Press, Southhampton (2006)"},{"key":"9_CR74","doi-asserted-by":"crossref","unstructured":"Romero, C., Ventura, S.: Data Mining in E-learning. WIT Press, Southampton (2006)","DOI":"10.2495\/1-84564-152-3"},{"issue":"1","key":"9_CR75","doi-asserted-by":"publisher","first-page":"368","DOI":"10.1016\/j.compedu.2007.05.016","volume":"51","author":"C. Romero","year":"2008","unstructured":"Romero, C., Ventura, S., Garcia, E.: Data mining in course management systems: Moodle case study and tutorial. Computers & Education\u00a051(1), 368\u2013384 (2008), http:\/\/dx.doi.org\/10.1016\/j.compedu.2007.05.016","journal-title":"Computers & Education"},{"key":"9_CR76","doi-asserted-by":"crossref","unstructured":"Salton, G., Buckley, C.: Term-weighting approaches in automatic text retrieval. In: Information Processing and Management, pp. 513\u2013523 (1988)","DOI":"10.1016\/0306-4573(88)90021-0"},{"issue":"4","key":"9_CR77","doi-asserted-by":"crossref","first-page":"381","DOI":"10.3233\/IDA-2005-9405","volume":"9","author":"T. Scheffer","year":"2005","unstructured":"Scheffer, T.: Finding association rules that trade support optimally against confidence. Intell. Data Anal.\u00a09(4), 381\u2013395 (2005)","journal-title":"Intell. Data Anal."},{"key":"9_CR78","unstructured":"Schommer, C.: An unified definition of data mining (2008), http:\/\/www.citebase.org\/abstract?id=oai:arXiv.org:0809.2696 , http:\/\/arxiv.org\/PS_cache\/arxiv\/pdf\/0809\/0809.2696v1.pdf"},{"key":"9_CR79","unstructured":"Shepherd, C.: In search of the perfect e-tutor (2009), http:\/\/www.fastrak-consulting.co.uk\/tactix\/features\/perfect_etutor.htm"},{"key":"9_CR80","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"517","DOI":"10.1007\/11878773_58","volume-title":"Accessing Multilingual Information Repositories","author":"K.I. Simov","year":"2006","unstructured":"Simov, K.I., Osenova, P.: Bulqa: Bulgarian-bulgarian question answering at clef 2005. In: Peters, C., Gey, F.C., Gonzalo, J., M\u00fcller, H., Jones, G.J.F., Kluck, M., Magnini, B., de Rijke, M., Giampiccolo, D. (eds.) CLEF 2005. LNCS, vol.\u00a04022, pp. 517\u2013526. Springer, Heidelberg (2006)"},{"key":"9_CR81","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","DOI":"10.1007\/BFb0014140","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. Springer, Heidelberg (1996)"},{"key":"9_CR82","doi-asserted-by":"crossref","unstructured":"Stathacopoulou, G.D., Grigoriadou, M.: Neural network-based fuzzy modeling of the student in intelligent tutoring systems. In: International Joint Conference on Neural Networks, pp. 3517\u20133521 (1999)","DOI":"10.1109\/IJCNN.1999.836233"},{"key":"9_CR83","unstructured":"Sun, S., Joy, M., Griffiths, N.: The use of learning objects and learning styles in a multi-agent education system. In: Proceedings of the World Conference on Educational Multimedia, Hypermedia and Telecommunications, AACE, pp. 3403\u20133410 (2005)"},{"key":"9_CR84","unstructured":"Tao, Y., Zu, D., Li, X., Du, P.: A fuzzy aggregation-based reputation model for e-learning exploitation of public domain resources. In: 4th International ICSC Symposia on Soft-Computing and Intelligent Systems for Industry (2001)"},{"key":"9_CR85","doi-asserted-by":"crossref","unstructured":"Tao, Y., Zu, D., Li, X., Du, P.: A fuzzy logic based speech extraction approach for e-learning content production. In: ICALIP 2008, pp. 298\u2013302 (2009)","DOI":"10.1109\/ICALIP.2008.4590057"},{"key":"9_CR86","doi-asserted-by":"crossref","unstructured":"Thuillard, M.: Wavelet in Soft Computing. Word Scientific series in Robotics and intelligent systems, Singapore, vol.\u00a025 (2001)","DOI":"10.1142\/4690"},{"key":"9_CR87","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1002\/int.10164","volume":"19","author":"M. Thuillard","year":"2004","unstructured":"Thuillard, M.: Adaptive multiresolution and wavelet based search methods. International Journal of Intelligent Systems\u00a019, 303\u2013313 (2004)","journal-title":"International Journal of Intelligent Systems"},{"issue":"1","key":"9_CR88","doi-asserted-by":"publisher","first-page":"224","DOI":"10.1016\/j.compedu.2007.05.005","volume":"51","author":"P. Tzouveli","year":"2008","unstructured":"Tzouveli, P., Mylonas, P., Kollias, S.: An intelligent e-learning system based on learner profiling and learning resources adaptation. Comput. Educ.\u00a051(1), 224\u2013238 (2008)","journal-title":"Comput. Educ."},{"key":"9_CR89","unstructured":"http:\/\/www.keel.es\/ (2008)"},{"key":"9_CR90","unstructured":"http:\/\/www.cs.waikato.ac.nz\/~ml\/weka\/ (2008)"},{"key":"9_CR91","unstructured":"http:\/\/rapid-i.com\/ (2008)"},{"key":"9_CR92","unstructured":"http:\/\/www.tufs.ac.jp\/21coe\/language (2008)"},{"key":"9_CR93","unstructured":"http:\/\/www.moodle.org (2008)"},{"key":"9_CR94","unstructured":"http:\/\/www.lamsfoundation.org (2008)"},{"key":"9_CR95","unstructured":"http:\/\/weload.lernnetz.de (2008)"},{"key":"9_CR96","unstructured":"http:\/\/www.lt4el.eu\/ (2008)"},{"key":"9_CR97","unstructured":"http:\/\/www.ilias.de\/ (2008)"},{"key":"9_CR98","unstructured":"http:\/\/www.webalt.net\/ (2008)"},{"key":"9_CR99","unstructured":"http:\/\/www.e-collegium.org\/e2ngineering\/index.html (2008)"},{"key":"9_CR100","unstructured":"http:\/\/www.bonynetwork.eu (2008)"},{"key":"9_CR101","unstructured":"http:\/\/www.basistech.com\/ (2008)"},{"key":"9_CR102","unstructured":"http:\/\/www.personneltoday.com\/articles\/2008\/04\/29\/45581\/trivantis-multilingual-elearning-tools-now-available.html (2008)"},{"key":"9_CR103","unstructured":"http:\/\/www.google.com (2009)"},{"key":"9_CR104","unstructured":"http:\/\/www.google.com\/trends (2009)"},{"key":"9_CR105","unstructured":"http:\/\/sp.ask.com\/en\/docs\/iq\/iq.shtml (2009)"},{"key":"9_CR106","doi-asserted-by":"crossref","unstructured":"Verd\u00fa, E., Verd\u00fa, M.J., Regueras, L.M., de Castro, J.P.: Intercultural and multilingual e-learning to bridge the digital divide. In: Human.Society@Internet, pp. 260\u2013269 (2005)","DOI":"10.1007\/11527725_27"},{"issue":"17","key":"9_CR107","first-page":"2777","volume":"14","author":"C. Vialardi","year":"2008","unstructured":"Vialardi, C., Bravo, J., Ortigosa, A.: Improving aeh courses through log analysis. J. UCS\u00a014(17), 2777\u20132798 (2008)","journal-title":"J. UCS"},{"issue":"6","key":"9_CR108","doi-asserted-by":"publisher","first-page":"473","DOI":"10.1016\/S0268-4012(00)00039-6","volume":"20","author":"R.M. Wachter","year":"2000","unstructured":"Wachter, R.M., Gupta, J.N.D., Quaddus, M.A.: It takes a village: Virtual communities in supporting of education. International Journal of Information Management\u00a020(6), 473\u2013489 (2000)","journal-title":"International Journal of Information Management"},{"key":"9_CR109","doi-asserted-by":"crossref","unstructured":"Wang, W., Weng, J.F., Su, J.M., Tseng, S.S.: Learning portfolio analysis and mining in scorm compliant environment. In: 34th Annual Frontiers in Education, FIE 2004, vol.\u00a01, pp. 17\u201324 (2004)","DOI":"10.1109\/FIE.2004.1408490"},{"key":"9_CR110","doi-asserted-by":"crossref","unstructured":"Wickramasinghe, N., Gupta, J.N.D., Sharma, S.K.: Creating knowledge-based healthcare organizations, ch.\u00a07. Idea Group (2004)","DOI":"10.4018\/978-1-59140-459-0"},{"issue":"2","key":"9_CR111","doi-asserted-by":"publisher","first-page":"12","DOI":"10.2753\/CED1061-1932400602","volume":"10","author":"S.J.H. Yang","year":"2007","unstructured":"Yang, S.J.H., Chen, I.Y.L., Kinshuk, Chen, N.S.: Enhancing the quality of e-learning in virtual learning communities by finding quality learning content and trustworthy collaborators. Educational Technology & Society\u00a010(2), 12 (2007)","journal-title":"Educational Technology & Society"},{"key":"9_CR112","doi-asserted-by":"crossref","unstructured":"Yin, C.Y., Luo, Q.: Personality mining system in e-learning by using improved association rules. In: 2007 International Conference on Machine Learning and Cybernetics, vol.\u00a07, pp. 4130\u20134134 (2007), doi:10.1109\/ICMLC.2007.4370869","DOI":"10.1109\/ICMLC.2007.4370869"},{"key":"9_CR113","unstructured":"Yu, P., Own, C., Lin, L.: On learning behavior analysis of web based interactive environment. In: Proceedings of ICCEE (2001)"},{"key":"9_CR114","unstructured":"Zaiane, O., Luo, J.: Web usage mining for a better web-based learning environment. In: Proceedings of conference on advanced technology for education, pp. 60\u201364 (2001)"},{"key":"9_CR115","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1007\/978-3-540-69052-8_22","volume-title":"New Frontiers in Applied Artificial Intelligence","author":"D. Zakrzewska","year":"2008","unstructured":"Zakrzewska, D.: Cluster analysis for users\u2019 modeling in intelligent e-learning systems. In: Nguyen, N.T., Borzemski, L., Grzech, A., Ali, M. (eds.) IEA\/AIE 2008. LNCS (LNAI), vol.\u00a05027, pp. 209\u2013214. Springer, Heidelberg (2008)"},{"key":"9_CR116","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1007\/978-3-540-89350-9_28","volume-title":"HCI and Usability for Education and Work","author":"D. Zakrzewska","year":"2008","unstructured":"Zakrzewska, D.: Using clustering technique for students\u2019 grouping in intelligent e-learning systems. In: Holzinger, A. (ed.) USAB 2008. LNCS, vol.\u00a05298, pp. 403\u2013410. Springer, Heidelberg (2008)"},{"key":"9_CR117","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1145\/1242572.1242603","volume-title":"WWW 2007: Proceedings of the 16th international conference on World Wide Web","author":"J. Zhang","year":"2007","unstructured":"Zhang, J., Ackerman, M.S., Adamic, L.: Expertise networks in online communities: structure and algorithms. In: WWW 2007: Proceedings of the 16th international conference on World Wide Web, pp. 221\u2013230. ACM Press, New York (2007), http:\/\/portal.acm.org\/citation.cfm?id=1242603"},{"key":"9_CR118","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1007\/978-3-540-78139-4_4","volume-title":"Advances in Web Based Learning \u2013 ICWL 2007","author":"F. Zhu","year":"2008","unstructured":"Zhu, F., Ip, H.H.-S., Fok, A.W.P., Cao, J.: Peres: A personalized recommendation education system based on multi-agents & scorm. In: Leung, H., Li, F., Lau, R., Li, Q. (eds.) ICWL 2007. LNCS, vol.\u00a04823, pp. 31\u201342. Springer, Heidelberg (2008)"},{"key":"9_CR119","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1007\/11556985_26","volume-title":"Computer Aided Systems Theory \u2013 EUROCAST 2005","author":"M. Zorrilla","year":"2005","unstructured":"Zorrilla, M., Menasalvas, E., Mar\u00edn, D., Mora, E., Segovia, J.: Web Usage Mining Project for Improving Web-Based Learning Sites. In: Moreno D\u00edaz, R., Pichler, F., Quesada Arencibia, A. (eds.) EUROCAST 2005. LNCS, vol.\u00a03643, pp. 205\u2013210. Springer, Heidelberg (2005)"}],"container-title":["Studies in Computational Intelligence","Computational Intelligence for Technology Enhanced Learning"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-11224-9_9.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,19]],"date-time":"2025-02-19T01:34:09Z","timestamp":1739928849000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-11224-9_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010]]},"ISBN":["9783642112232","9783642112249"],"references-count":119,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-11224-9_9","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2010]]}}}