Acta Univ. Agric. Silvic. Mendelianae Brun. 2012, 60(2), 217-222 | DOI: 10.11118/actaun201260020217
Verification of the fulfilment of the purposes of Basel II, Pillar 3 through application of the web log mining methods
- Katedra informatiky, Fakulta prírodných vied, Univerzita Konątantína Filozofa v Nitre, Tr. A. Hlinku 1, 949 74 Nitra, Slovenská republika
The objective of the paper is the verification of the fulfilment of the purposes of Basel II, Pillar 3 - market discipline during the recent financial crisis. The objective of the paper is to describe the current state of the working out of the project that is focused on the analysis of the market participants' interest in mandatory disclosure of financial information by a commercial bank by means of advanced methods of web log mining. The output of the realized project will be the verification of the assumptions related to the purposes of Basel III by means of the web mining methods, the recommendations for possible reduction of mandatory disclosure of information under Basel II and III, the proposal of the methodology for data preparation for web log mining in this application domain and the generalised procedure for users' behaviour modelling dependent on time. The schedule of the project has been divided into three phases. The paper deals with its first phase that is focusing on the data pre-processing, analysis and evaluation of the required information under Basel II, Pillar 3 since 2008 and its disclosure into the web site of a commercial bank. The authors introduce the methodologies for data preparation and known heuristic methods for path completion into web log files with respect to the particularity of investigated application domain. They propose scientific methods for modelling users' behaviour of the webpages related to Pillar 3 with respect to time.
Keywords: web log mining, user behaviour model, multinomial logit model, Basel Accords
Received: November 30, 2011; Published: October 3, 2013 Show citation
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References
- Basel III. A Global Regulatory Framework for More Resilient Banks and Banking Systems, 2010: Basel Committee for Banking Supervision [cit. 2011-11-02]. Cited from http://www.bis.org/publ/bcbs189.htm.
- BERENDT, B. and SPILIOPOULOU, M., 2000: Analysis of Navigation Behaviour in Web Sites Integrating Multiple Information Systems. The VLDB Journal, 2000, Vol. 9, No. 1, pp. 56-75. ISSN 1066-8888. DOI: 10.1007/s007780050083
Go to original source...
- BING, L., 2006: Web Data Mining. Exploring Hyperlinks, Contents and Usage Data. Springer, ISBN 13-978-3-540-37881-5.
- COOLEY, R., MOBASHER, B. and SRIVASTAVA J., 1999: Data Preparation for Mining World Wide Web Browsing Patterns. Knowledge and Information System, 1999, Springer-Verlag, Vol. 1, ISSN 0219-1377.
Go to original source...
- Directive 2006/48/EC, 2006. Directive 2006/48/EC of the European Parliament and of the Council of 14 June 2006. [cit. 2011-11-02]. Cited from: http://ec.europa.eu/internal_market/bank/regcapital/index_en.htm.
- DOMENECH, J. M. and LORENZO, J., 2007: A Tool for Web Usage Mining. In: 8th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL.
- Group of Governors and Heads of Supervision announces higher global minimum capital standards. 2010: Basel Committee for Banking Supervision. [cit. 2011-11-02]. Cited from http://www.bis.org/press/p100912.htm. Press release.
- CHEN, M., PARK, J. S. and YU, P. S., 1996: Data Mining for Path Traversal Patterns in a Web Environment. In: ICDCS, pp. 385-392. ISBN 0-8186-7398-2.
- CHITRAA, V. and DAVAMANI, A. S., 2010: A Survey on Preprocessing Methods for Web Usage Data. International Journal of Computer Science and Information Security, Vol. 7, Issue 3.
- LIU, B. 2007: Web data mining: Exploring hyperlinks, contents and usage data. Springer, ISBN 978-3-540-37881-5.
- LOURENāO, A. G. and BELO, O. O., 2006: Catching Web Crawlers in the Act. In: Proceedings of the 6th international Conference on Web Engineering, ICWE '06, Vol. 263, ACM, New York, NY, pp. 265-272. ISBN 1-59593-352-2.
Go to original source...
- MUNK, M. and DRLÍK, M., 2011: Influence of Different Session Timeouts Thresholds on Results of Sequence Rule Analysis in Educational Data Mining. In: Digital Information and Communication Technology and Its Applications. Springer Berlin Heidelberg, 2011, Vol. 166, p. 60-74. DOI: 10.1007/978-3-642-21984-9_6
Go to original source...
- MUNK, M. and DRLÍK, M., 2011: Impact of Different Pre-Processing Tasks on Effective Identification of Users' Behavioral Patterns in Web-based Educational System. In: International Conference on Computational Science 2011, ICCS 2011, Procedia Computer Science, Elsevier.
Go to original source...
- MUNK, M., DRLÍK, M. and VRÁBELOVÁ, M., 2011: Probability Modelling of Accesses to the Course Activities in the Web-based Educational System. In: International Conference on Computational Science and its Applications 2011, ICCSA 2011, Lecture Notes in Computer Science, Springer, 2011.
Go to original source...
- MUNK, M., KAPUSTA, J. and ©VEC, P., 2010: Data Preprocessing Evaluation for Web Log Mining: Reconstruction of Activities of a Web Visitor. Procedia Computer Science, 2010, Vol. 1, No. 1. pp. 2267-2274. DOI: 10.1016/j.procs.2010.04.255
Go to original source...
- MUNK, M., KAPUSTA, J., ©VEC, P. and TURČÁNI, M., 2010: Data Advance Preparation Factors Affecting Results of Sequence Rule Analysis in Web Log Mining. E a M: Ekonomie a Management, 2010, Vol. 13, No. 4, p. 143-160.
- MUNK, M., VRÁBELOVÁ, M. and KAPUSTA, J., 2010: Probability Modelling of Accesses to the Web Parts of Portal. WCIT 2010, Procedia Computer Science, Elsevier, Vol. 3, 2011, 677-683.
Go to original source...
- ROMERO, C., VENTURA, S., ZAFRA, A. and de BRA, P., 2009: Applying Web Usage Mining for Personalizing Hyperlinks in Web-based Adaptive Educational Systems. Computers & Education.
- SPILIOPOULOU, M. and FAULSTICH, L. C., 1999: WUM: A Tool for Web Utilization Analysis. In: Extended version of Proc. EDBT Workshop WebDB'98, 1999, Springer Verlag, pp. 184-203.
Go to original source...
- TAUCHER, L. and GREENBERG, S., 1997: Revisitation Patterns in World Wide Web Navigation. In: Proc. of Int. Conf. CHI'97, 1997, Atlanta.
Go to original source...
- W3C, 1995: Configuration File of W3C httpd. [cit. 2011-11-02]. Cited from: http://www.w3.org/Daemon/User/Config/Logging.html.
- ZAIANE, O. and HAN, J., 1998: WebML: Querying the World-Wide Web For Resources and Knowledge. In: Workshop on Web Information and Data Management. 1998. p. 9-12.
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