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Analyzing imputed financial data: a new approach to cluster analysis

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  • Halima Bensmail
  • Ramon P. DeGennaro

Abstract

The authors introduce a novel statistical modeling technique to cluster analysis and apply it to financial data. Their two main goals are to handle missing data and to find homogeneous groups within the data. Their approach is flexible and handles large and complex data structures with missing observations and with quantitative and qualitative measurements. The authors achieve this result by mapping the data to a new structure that is free of distributional assumptions in choosing homogeneous groups of observations. Their new method also provides insight into the number of different categories needed for classifying the data. The authors use this approach to partition a matched sample of stocks. One group offers dividend reinvestment plans, and the other does not. Their method partitions this sample with almost 97 percent accuracy even when using only easily available financial variables. One interpretation of their result is that the misclassified companies are the best candidates either to adopt a dividend reinvestment plan (if they have none) or to abandon one (if they currently offer one). The authors offer other suggestions for applications in the field of finance.

Suggested Citation

  • Halima Bensmail & Ramon P. DeGennaro, 2004. "Analyzing imputed financial data: a new approach to cluster analysis," FRB Atlanta Working Paper 2004-20, Federal Reserve Bank of Atlanta.
    • Handle: RePEc:fip:fedawp:2004-20
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    File URL: https://www.frbatlanta.org/-/media/documents/research/publications/wp/2004/wp0420.pdf
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    1. repec:bla:jfinan:v:44:y:1989:i:1:p:167-81 is not listed on IDEAS
    2. Hamparsum Bozdogan, 1987. "Model selection and Akaike's Information Criterion (AIC): The general theory and its analytical extensions," Psychometrika, Springer;The Psychometric Society, vol. 52(3), pages 345-370, September.
    3. Daniel McFadden, 1977. "Modelling the Choice of Residential Location," Cowles Foundation Discussion Papers 477, Cowles Foundation for Research in Economics, Yale University.
    4. Dahlstedt, Roy & Salmi, Timo & Luoma, Martti & Laakkonen, Arto, 1994. "On the usefulness of standard industrial classifications in comparative financial statement analysis," European Journal of Operational Research, Elsevier, vol. 79(2), pages 230-238, December.
    5. Michel Bierlaire & Tsippy Lotan & Philippe Toint, 1997. "On The Overspecification of Multinomial and Nested Logit Models Due to Alternative Specific Constants," Transportation Science, INFORMS, vol. 31(4), pages 363-371, November.
    6. Calhoun, Charles A & Deng, Yongheng, 2002. "A Dynamic Analysis of Fixed- and Adjustable-Rate Mortgage Terminations," The Journal of Real Estate Finance and Economics, Springer, vol. 24(1-2), pages 9-33, Jan.-Marc.
    7. Loretta J. Mester, 1997. "What's the point of credit scoring?," Business Review, Federal Reserve Bank of Philadelphia, issue Sep, pages 3-16.
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    Cited by:

    1. Fan Cai & Nhien-An Le-Khac & Tahar Kechadi, 2016. "Clustering Approaches for Financial Data Analysis: a Survey," Papers 1609.08520, arXiv.org.

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