Bibliograph. Daten | Dolado, Manuel Palao: Role of Data Mining in IBM's Basel II Risk Solution. Universität Stuttgart, Fakultät Informatik, Elektrotechnik und Informationstechnik, Masterarbeit Nr. 18 (2005). 104 Seiten, englisch.
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Kurzfassung | Basel II is a new standard for measuring risk published by the Bank of International Settlements (BIS) that mandates risk management reporting for international active financial institutions. There are already several approaches for the fulfilment of Basel II requirements on the market, some of them including data mining tools and some others not. This paper discusses the possible role of data mining in a generic Basel II solution and the added value it would bring to that solution in a business scenario. Basel II requirements and existing data mining tools are examined and an architecture which integrates one of these tools in a Basel II solution and shows the functionality of data mining for some of the requirements is proposed. For this purpose, a generic Basel II data model is created to simulate a Basel II data warehouse so that the performance of the resulting system can be tested. Special consideration is given to the calculation of the probabilities of default, including the development of a data mining model with this aim and the analysis of the results. This process is intended to show how other models should be developed.
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Abteilung(en) | Universität Stuttgart, Institut für Parallele und Verteilte Systeme, Anwendersoftware
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Betreuer | Mitschang, Prof. Bernhard; Schwarz, Dr. Holger |
Eingabedatum | 3. Mai 2023 |
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