{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T00:26:29Z","timestamp":1777854389617,"version":"3.51.4"},"reference-count":66,"publisher":"SAGE Publications","issue":"1","license":[{"start":{"date-parts":[[2004,2,1]],"date-time":"2004-02-01T00:00:00Z","timestamp":1075593600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Information Science"],"published-print":{"date-parts":[[2004,2]]},"abstract":"<jats:p>Making better business decisions is often the key to gaining competitive advantage. An important factor in effective decision-making is the ability to access, understand, and utilise business information easily. In this paper, we propose a framework that focuses on integrating data analysis tools into the Web and providing hypermedia functionality to them, and supporting the development of hypermedia functionalities with Web usage mining techniques. In this framework, data analysis tools play the role of utilizing historical data to discover useful information and improve the process of business decisions. Augmenting data analysis tools with rich hypermedia functionality would streamline access to and provide rich navigational features around related information, while augmenting hypermedia facilities with Web usage mining would allow them to dynamically restructure the Web site to fit users\u2019 browsing needs based on past navigation history. We believe that the proposed framework should result in new ways to view and manage data analysis tools and help users easily browse Web sites.<\/jats:p>","DOI":"10.1177\/0165551504041679","type":"journal-article","created":{"date-parts":[[2004,5,27]],"date-time":"2004-05-27T11:59:35Z","timestamp":1085659175000},"page":"60-72","source":"Crossref","is-referenced-by-count":8,"title":["Towards a Hypermedia-enabled and Web-based Data Analysis Framework"],"prefix":"10.1177","volume":"30","author":[{"given":"Chao-Min","family":"Chiu","sequence":"first","affiliation":[{"name":"Department of Information Management, National Kaohsiung First University                        of Science and Technology, 1 University Rd, Yenchao, Kaohsiung, Taiwan,                        R.O.C."}]}],"member":"179","published-online":{"date-parts":[[2004,2,1]]},"reference":[{"key":"atypb1","unstructured":"[1] S. Adler, A. Berglund, J. Caruso, S. Deach, T. Graham, P. Grosso, E. Gutentag, A. Milowski, S. Parnell, J. Richman and S. Zilles, Extensible Stylesheet Language (XSL) version 1.0 (2001). Available at: www.w3.org\/TR\/xsl (accessed 27 October 2003)."},{"key":"atypb2","doi-asserted-by":"crossref","unstructured":"[2] R. Agrawal, T. Imielinski and A. Swami, Mining association rules between sets of items in a large database . In: Proceedings of the ACM SIGMOD Conference on Management of Data (ACM Press, New York, 1993) pp. 207\u2013216 .","DOI":"10.1145\/170036.170072"},{"key":"atypb3","unstructured":"[3] R. Agrawal and R. Srikant, Mining sequential patterns . In: Proceedings of the 11th International Conference on Data Engineering (IEEE Computer Society Press, Taipei, 1995)."},{"key":"atypb4","unstructured":"[4] R. Agrawal and A. Swami, Fast algorithm for mining association rules . In: Proceedings of the 20th VLDB Conference (Morgan Kaufmann, Santiago, 1994) pp. 487\u2013499 ."},{"key":"atypb5","doi-asserted-by":"publisher","DOI":"10.1145\/48511.48513"},{"key":"atypb6","doi-asserted-by":"crossref","unstructured":"[6] B. P. Allen, Case-based reasoning: business applications , Communications of the ACM 37(3) (1994) 40\u201342 .","DOI":"10.1145\/175247.175250"},{"key":"atypb7","unstructured":"[7] A. Berglund, S. Boag, D. Chamberlin, M. F. Fern\u00e1ndez, M. Kay, J. Robie and J. Sim\u00e9on, XML Path Language (XPath) 2.0 W3C Working Draft (2003). Available at: www.w3.org\/TR\/xpath20\/ (accessed 27 October 2003)."},{"key":"atypb8","doi-asserted-by":"crossref","unstructured":"[8] M. Bieber, H. Oinas-Kukkonen and V. Balasubramanian, Hypertext functionality , ACM Computing Surveys\u2019 Electronic Symposium on Hypertext and Hypermedia 31(4es) Article No. 32 (1999). Available at: http:\/\/portal.acm.org\/citation.cfm?doid-345966.346032 (accessed 3 December 2003).","DOI":"10.1145\/345966.346032"},{"key":"atypb9","doi-asserted-by":"publisher","DOI":"10.1006\/ijhc.1997.0130"},{"key":"atypb10","doi-asserted-by":"crossref","unstructured":"[10] M. Bieber and J. Yoo, Hypermedia: A design philosophy , ACM Computing Surveys\u2019 Electronic Symposium on Hypertext and Hypermedia 31(4es) Article No. 29 (1999). Available at: http:\/\/portal.acm.org\/citation.cfm?doid-345966.346028 (accessed 3 December 2003).","DOI":"10.1145\/345966.346028"},{"key":"atypb11","unstructured":"[11] J. Bosak, XML, Java, and the future of the Web , World Wide Web Journal 2(4) (1997) 219\u2013227 . [Special Issue on XML]"},{"key":"atypb12","unstructured":"[12] T. Bray, J. Paoli, C. M. Sperberg-McQueen and E. Maler, Extensible Markup Language (XML) 1.0 (2000). Available at: www.w3.org\/TR\/REC-xml (accessed 27 October 2003)."},{"key":"atypb13","unstructured":"[13] V. Bush, As we may think . Atlantic Monthly 176 (1945) 101\u2013108 ."},{"key":"atypb14","doi-asserted-by":"crossref","unstructured":"[14] T. Catlin, P. Bush and N. Yankelovich, InterNote: Extending a hypermedia framework to support annotative collaboration . In: Proceedings of Hypertext\u201989 (ACM Press, New York, 1989) pp. 365\u2013378 .","DOI":"10.1145\/74224.74252"},{"key":"atypb15","doi-asserted-by":"publisher","DOI":"10.1109\/69.683753"},{"key":"atypb16","doi-asserted-by":"crossref","unstructured":"[16] C. M. Chiu, Reengineering information systems with XML , Information Systems Management 17(4) (2000) 40\u201355 .","DOI":"10.1201\/1078\/43193.17.4.20000901\/31251.7"},{"key":"atypb17","doi-asserted-by":"publisher","DOI":"10.1016\/S0378-7206(01)00142-2"},{"key":"atypb18","doi-asserted-by":"crossref","unstructured":"[18] C. M. Chiu and M. Bieber, Toward hypermedia support for information relationship management , Journal of Information Science 27(2) (2001) 93\u2013100 .","DOI":"10.1177\/016555150102700204"},{"key":"atypb19","doi-asserted-by":"publisher","DOI":"10.1016\/S0957-4174(02)00052-0"},{"key":"atypb20","doi-asserted-by":"crossref","unstructured":"[20] J. Conklin, Hypertext: an introduction and survey , IEEE Computer 20(9) (1987) 17\u201341 .","DOI":"10.1109\/MC.1987.1663693"},{"key":"atypb21","unstructured":"[21] R. Cooley, J. Srivastava and B. Mobasher, Web Mining: information and pattern discovery on the World Wide Web . In: Proceedings of the 9th IEEE International Conference on Tools with Artificial Intelligence (IEEE Computer Society Press, Newport Beach, 1997), pp. 558\u2013567 ."},{"key":"atypb22","doi-asserted-by":"publisher","DOI":"10.1007\/BF03325089"},{"key":"atypb23","unstructured":"[23] D. Connolly, R. Khare and A. Rifkin, The evolution of the Web documents: the ascent of XML , World Wide Web Journal 2(4) (1997) 119\u2013128 . [Special Issue on XML]"},{"key":"atypb24","unstructured":"[24] S. DeRose, R. Daniel, E. Maler and J. Marsh, XPointer xmlns() Scheme W3C Recommendation (2003). Available at: www.w3.org\/TR\/xptr-xmlns\/ (accessed 27 October 2003)."},{"key":"atypb25","unstructured":"[25] S. DeRose, E. Maler and R. Daniel, XPointer xpointer() Scheme W3C Working Draft (2002). Available at: www.w3.org\/TR\/xptr-xpointer\/ (accessed 27 October 2003)."},{"key":"atypb26","unstructured":"[26] S. DeRose, E. Maler and D. Orchard, XML Linking Language (XLink) version 1.0 (2001). Available at: www.w3.org\/TR\/xlink (accessed 27 October 2003)."},{"key":"atypb27","unstructured":"[27] U. Fayyad, G. Piatetsky-Shapiro and P. Smyth, From data mining to knowledge discovery: an overview. In: U. M. Fayyad, G. Piatetsky-Shapiro and P. Smyth (eds), Advances in Knowledge Discovery and Data Mining ( AAAI Press, Menlo Park , 1996), pp. 1\u201334."},{"key":"atypb28","unstructured":"[28] J. H. Friedman, Flexible Metric Nearest Neighbor Classification, Technical Report 113 ( Stanford University Statistics Department , 1994)."},{"key":"atypb29","doi-asserted-by":"crossref","unstructured":"[29] G. W. Furnas, Generalised fisheye views . In: Proceedings of the ACM CHI\u201986 Conference on Human Factors in Computing Systems (ACM Press, Boston, MA, 1986), pp. 16\u201323 .","DOI":"10.1145\/22339.22342"},{"key":"atypb30","doi-asserted-by":"crossref","unstructured":"[30] S. R. Gardner, Building the data warehouse , Communications of the ACM 41(9) (1998) 52\u201360 .","DOI":"10.1145\/285070.285080"},{"key":"atypb31","unstructured":"[31] P. Grosso, E. Maler, J. Marsh and N. Walsh, XPointer Framework W3C Recommendation (2003). Available at: www.w3.org\/TR\/xptr-framework\/ (accessed 27 October 2003)."},{"key":"atypb32","unstructured":"[32] P. Grosso, E. Maler, J. Marsh and N. Walsh, XPointer element() Scheme W3C Recommendation (2003). Available at: www.w3.org\/TR\/xptr-element\/ (accessed 27 October 2003)."},{"key":"atypb33","doi-asserted-by":"publisher","DOI":"10.1145\/48511.48514"},{"key":"atypb34","unstructured":"[34] W. H. Inmon, Building the Data Warehouse ( John Wiley & Sons, New York , 1996)."},{"key":"atypb35","doi-asserted-by":"crossref","unstructured":"[35] A. Joshi, K. Joshi and R. Krishnapuram, On mining web access logs . In: Proceedings of the 2000 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery (ACM Press, New York, 2000), pp. 63\u201369 .","DOI":"10.21236\/ADA461525"},{"key":"atypb36","unstructured":"[36] M. Kay, XSL Transformations (XSLT) Version 2.0 W3C Working Draft (2003). Available at: www.w3.org\/TR\/xslt20\/ (accessed 27 October 2003)."},{"key":"atypb37","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-9236(02)00079-9"},{"key":"atypb38","unstructured":"[38] P. Langley, W. Iba and K. Thompson, An analysis of Bayesian classifiers . In: Proceedings of the Tenth National Conference on Artificial Intelligence (AAI Press, San Jose, 1992) pp. 223\u2013228 ."},{"key":"atypb39","doi-asserted-by":"crossref","unstructured":"[39] P. Langley and H. A. Simon, Application of machine learning and rule induction , Communications of the ACM 38(11) (1995) 55\u201364 .","DOI":"10.1145\/219717.219768"},{"key":"atypb40","doi-asserted-by":"crossref","unstructured":"[40] Y. K. Lee, S.J. Yoo, K. Yoon and P. B. Berra, Querying structured hyperdocuments . In: Proceedings of the Twenty-Ninth Annual Hawaii International Conference on System Sciences (IEEE Computer Society Press, Los Alamitos, 1996), pp. 155\u2013164 .","DOI":"10.1109\/HICSS.1996.495394"},{"key":"atypb41","doi-asserted-by":"publisher","DOI":"10.1023\/A:1013284820704"},{"key":"atypb42","doi-asserted-by":"crossref","unstructured":"[42] F. Masseglia, F. Cathala and P. Poncelet, The PSP approach for mining sequential patterns . In: Proceedings of the 2nd European Symposium on Principles of Data Mining and Knowledge Discovery (Springer Verlag, Nantes, 1998), pp. 176\u2013184 .","DOI":"10.1007\/BFb0094818"},{"key":"atypb43","doi-asserted-by":"crossref","unstructured":"[43] F. Masseglia, P. Poncelet and P. Cicchetti, WebTool: an integrated framework for data mining . In: Proceedings of the 9th International Conference on Database and Expert Systems Applications (Springer, Berlin, 1999), pp. 892\u2013901 .","DOI":"10.1007\/3-540-48309-8_84"},{"key":"atypb44","doi-asserted-by":"crossref","unstructured":"[44] T. M. Mitchell, Machine learning and data mining , Communications of the ACM 42(11) (1999) 30\u201336 .","DOI":"10.1145\/319382.319388"},{"key":"atypb45","doi-asserted-by":"publisher","DOI":"10.1145\/345124.345169"},{"key":"atypb46","doi-asserted-by":"publisher","DOI":"10.1023\/A:1013232803866"},{"key":"atypb47","unstructured":"[47] B. Mobasher, H. Dai, T. Luo and M. Nakagawa, Using sequential and non-sequential patterns for predictive Web usage mining tasks . In: Proceedings of the IEEE International Conference on Data Mining (IEEE Computer Society Press, California, 2002)."},{"key":"atypb48","doi-asserted-by":"crossref","unstructured":"[48] O. Nasraoui, H. Frigui, A. Joshi and R. Krishnapuram, Mining Web access logs using relational competitive fuzzy clustering . In: Proceedings of the Eighth International Fuzzy systems Association World Congress (Taipei, Taiwan, 1999).","DOI":"10.1142\/S021821300000032X"},{"key":"atypb49","doi-asserted-by":"publisher","DOI":"10.1145\/77481.77483"},{"key":"atypb50","doi-asserted-by":"crossref","unstructured":"[50] J. Nielsen, Multimedia and Hypertext: The Internet and Beyond ( AP Professional, Cambridge, MA , 1995).","DOI":"10.1007\/978-3-322-86834-3_7"},{"key":"atypb51","doi-asserted-by":"publisher","DOI":"10.1016\/S0004-3702(99)00098-3"},{"key":"atypb52","doi-asserted-by":"crossref","unstructured":"[52] M. Perkowitz and O. Etzioni, Adaptive Web sites , Communications of the ACM 43(8) (2000) 152\u2013158 .","DOI":"10.1145\/345124.345171"},{"key":"atypb53","unstructured":"[53] J. R. Quinlan, C4.5: Programs for machine learning ( Morgan Kaufmann, San Mateo , 1993)."},{"key":"atypb54","doi-asserted-by":"crossref","unstructured":"[54] D. E. Rumelhart, B. Widrow and M. A. Lehr, The basic ideas in neural networks , Communications of the ACM 37(3) (1994) 87\u201392 .","DOI":"10.1145\/175247.175256"},{"key":"atypb55","doi-asserted-by":"publisher","DOI":"10.1016\/S0888-613X(02)00084-1"},{"key":"atypb56","unstructured":"[56] C. Shahabi, A. M. Zarkesh, J. Adibi and V. Shah, Knowledge discovery from users Web-page navigation . In: Proceedings of Workshop on Research Issues in Data Engineering (IEEE Computer Society Press, Birmingham, 1997)."},{"key":"atypb57","doi-asserted-by":"crossref","unstructured":"[57] R. Srikant and R. Agrawal, Mining sequential patterns: generalisations and performance improvements . In: Proceedings of the Fifth International Conference on Extending Database Technology (EDBT) (Avignon, France, 1996).","DOI":"10.1007\/BFb0014140"},{"key":"atypb58","doi-asserted-by":"publisher","DOI":"10.1145\/846183.846188"},{"key":"atypb59","doi-asserted-by":"publisher","DOI":"10.1145\/58566.59299"},{"key":"atypb60","doi-asserted-by":"publisher","DOI":"10.1016\/S0169-7552(97)00011-1"},{"key":"atypb61","unstructured":"[61] N. Walsh, A guide to XML , World Wide Web Journal 2(4) (1997) 97\u2013107 . [Special Issue on XML]"},{"key":"atypb62","doi-asserted-by":"publisher","DOI":"10.1016\/0169-7552(96)00051-7"},{"key":"atypb63","doi-asserted-by":"publisher","DOI":"10.1109\/2.222120"},{"key":"atypb64","unstructured":"[64] J. Yoo and M. Bieber, Towards a relationship navigation analysis . In: Proceedings of the 33rd Hawaii International Conference on System Sciences (Los Alamitos, CA, 2000) [CD-ROM]."},{"key":"atypb65","doi-asserted-by":"crossref","unstructured":"[65] A. Ypma and T. Heskes, Categorisation of Web pages and user clustering with mixtures of hidden Markov models . In: Proceedings of International Workshop on Web Knowledge Discovery and Data mining (ACM Press, New York, 2002), pp. 31\u201343 .","DOI":"10.1007\/978-3-540-39663-5_3"},{"key":"atypb66","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007652502315"}],"container-title":["Journal of Information Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0165551504041679","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0165551504041679","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T23:06:47Z","timestamp":1777504007000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/0165551504041679"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2004,2]]},"references-count":66,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2004,2]]}},"alternative-id":["10.1177\/0165551504041679"],"URL":"https:\/\/doi.org\/10.1177\/0165551504041679","relation":{},"ISSN":["0165-5515","1741-6485"],"issn-type":[{"value":"0165-5515","type":"print"},{"value":"1741-6485","type":"electronic"}],"subject":[],"published":{"date-parts":[[2004,2]]}}}