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Angewandte Statistik – Applied Statistics

Betreuung durch: Philipp Otto


(1) Prognose von Anleihen- / Kreditausfällen – Default Prediction of Public Bonds / Bank Loans (Bachelor/Master - Topic)
     
  • logistic regression
  • probability of default
  • dataset can be provided
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Hosmer, D.W., Lemeshow, s. (2000). Applied Logistic Regression. Second Edition. John Wiley & Sons Inc.
Bluhm, C., Overbeck, L., Wagner, C. (2003). An Introduction to Credit Risk Modeling. Chapman & Hall/CRC

(2) Verlustquote bei Ausfall gemäß der Basel Richtlinien – Loss Given Default according the Basel Accords (Bachelor/Master - Topic)
     
  • loss under condition of default
  • different approaches to estimate LGD
  • comparison of LGD among EU banks
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Richtlinie 2006/48/EG des europäischen Parlaments und des Rates, 14.06.2006
Dermine, J., de Carvalho, C.N. (2006). Bank loan losses-given-default, A case study. Journal of Banking & Finance
Bastos, J.A. (2010). Forcasting bank loans lossgiven-default. Journal of Banking & Finance

(3) Saisonale Effekte in Zeitreihen – Seasonal Effects in Time Series (Bachelor/Master - Topic)
     
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(4) Grundlagen der Zeitreihenanalyse und deren Anwendung – Basics of Time Series Analysis and their Application (Bachelor/Master - Topic)
     
  • description of time series, what is a time series model
  • classical examples for time series analysis
  • application to different data sets
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Hamilton, J. (1994). Time series analysis, Princeton University Press, New Jersey.
Ruppert, D. (2004). Statistics and finance. New York. Springer.
Schlittgen, R. (2012). Angewandte Zeitreihenanalyse mit R. 2nd ed. München. Oldenbourg.
Kreiß, J.-P., Neuhaus, G. (2006). Einführung in die Zeitreihenanalyse. Heidelberg.
Springer.

(5) Spatial Models and their Application in Economic Processes - Räumliche Modelle und deren Anwendung auf ökonomische Prozesse (Master - Topic)
     
  • estimation of covariogram
  • spatial dependence structure and classical examples
  • kriging
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Cressie, N. (1993). Statistics for spatial data. J. Wiley. Hoboken
Cressie, N., Wikle, C.K (2011). Statistics for spatial-temporal data. J. Wiley. Hoboken

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