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Variable Selection for Market Basket Analysis

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  • Dippold, Katrin
  • Hruschka, Harald

Abstract

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Suggested Citation

  • Dippold, Katrin & Hruschka, Harald, 2010. "Variable Selection for Market Basket Analysis," University of Regensburg Working Papers in Business, Economics and Management Information Systems 443, University of Regensburg, Department of Economics.
  • Handle: RePEc:bay:rdwiwi:15602
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    File URL: https://epub.uni-regensburg.de/15602/1/diskbeitrag_443.pdf
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    References listed on IDEAS

    as
    1. Boztug, Yasemin & Reutterer, Thomas, 2008. "A combined approach for segment-specific market basket analysis," European Journal of Operational Research, Elsevier, vol. 187(1), pages 294-312, May.
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    3. Yasemin Boztuğ & Lutz Hildebrandt, 2008. "Modeling Joint Purchases with a Multivariate MNL Approach," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 60(4), pages 400-422, October.
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    5. Ward, Michael D. & Gleditsch, Kristian Skrede, 2002. "Location, Location, Location: An MCMC Approach to Modeling the Spatial Context of War and Peace," Political Analysis, Cambridge University Press, vol. 10(3), pages 244-260, July.
    6. D. R. Cox, 1972. "The Analysis of Multivariate Binary Data," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 21(2), pages 113-120, June.
    7. S. Magnussen & R. Reeves, 2007. "Sample-based Maximum Likelihood Estimation of the Autologistic Model," Journal of Applied Statistics, Taylor & Francis Journals, vol. 34(5), pages 547-561.
    8. Sri Devi Duvvuri & Asim Ansari & Sunil Gupta, 2007. "Consumers' Price Sensitivities Across Complementary Categories," Management Science, INFORMS, vol. 53(12), pages 1933-1945, December.
    9. Smith M. & Kohn R., 2002. "Parsimonious Covariance Matrix Estimation for Longitudinal Data," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 1141-1153, December.
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    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    Market basket analysis; cross category effects; variable selection; multivariate logit model; pseudo likelihood estimation;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • L81 - Industrial Organization - - Industry Studies: Services - - - Retail and Wholesale Trade; e-Commerce
    • M31 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Marketing and Advertising - - - Marketing

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