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The application of fuzzy decision tree analysis in an exposition of the antecedents of audit fees

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  • Beynon, Malcolm J.
  • Peel, Michael J.
  • Tang, Yu-Cheng

Abstract

Since the seminal work of Zadeh (Information Control 8 (1965) 338) fuzzy set theory (FST) has evolved into a valuable extension to traditional techniques, such as regression and decision tree models, for decision analysis conducted under conditions of vagueness and ambiguity. This paper is concerned with the exposition and application of a fuzzy decision tree approach to a problem involving typical accounting data. More specifically, a set of fuzzy 'if .. then ..' rules is constructed to classify the level of corporate audit costs based on a number of characteristics of the companies and their auditors. The fuzzy rules enable a decision-maker to gain additional insights into the relationship between firm characteristics and audit fees, through human subjective judgements expressed in linguistic terms. We also extend previous research by developing a more objective semi-automated method of constructing the FST related membership functions which mitigates reliance on the input of human expert opinions.

Suggested Citation

  • Beynon, Malcolm J. & Peel, Michael J. & Tang, Yu-Cheng, 2004. "The application of fuzzy decision tree analysis in an exposition of the antecedents of audit fees," Omega, Elsevier, vol. 32(3), pages 231-244, June.
  • Handle: RePEc:eee:jomega:v:32:y:2004:i:3:p:231-244
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    1. Beynon, Malcolm J. & Peel, Michael J., 2001. "Variable precision rough set theory and data discretisation: an application to corporate failure prediction," Omega, Elsevier, vol. 29(6), pages 561-576, December.
    2. Michael J. Peel & Mark A. Clatworthy, 2001. "The Relationship Between Governance Structure and Audit Fees Pre‐Cadbury: some empirical findings," Corporate Governance: An International Review, Wiley Blackwell, vol. 9(4), pages 286-297, October.
    3. Palmrose, Zv, 1986. "The Effect Of Nonaudit Services On The Pricing Of Audit Services - Further Evidence," Journal of Accounting Research, Wiley Blackwell, vol. 24(2), pages 405-411.
    4. M. Ezzamel & D. Gwilliam & K. Holland, 1996. "Some Empirical Evidence from Publicly Quoted UK Companies on the Relationship Between the Pricing of Audit and Non-audit Services," Accounting and Business Research, Taylor & Francis Journals, vol. 27(1), pages 3-16.
    5. Leung, L. C. & Cao, D., 2000. "On consistency and ranking of alternatives in fuzzy AHP," European Journal of Operational Research, Elsevier, vol. 124(1), pages 102-113, July.
    6. Gupta, A. P. & Harboe, R. & Tabucanon, M. T., 2000. "Fuzzy multiple-criteria decision making for crop area planning in Narmada river basin," Agricultural Systems, Elsevier, vol. 63(1), pages 1-18, January.
    7. Chang, Y-H & Yeh, C-H & Cheng, J-H, 1998. "Decision Support for Bus Operations under Uncertainty: a Fuzzy Expert System Approach," Omega, Elsevier, vol. 26(3), pages 367-380, June.
    8. Paul Collier & Alan Gregory, 1996. "Audit committee effectiveness and the audit fee," European Accounting Review, Taylor & Francis Journals, vol. 5(2), pages 177-198.
    9. Chen, Liang-Hsuan & Chiou, Tai-Wei, 1999. "A fuzzy credit-rating approach for commercial loans: a Taiwan case," Omega, Elsevier, vol. 27(4), pages 407-419, August.
    10. Simunic, Da, 1984. "Auditing, Consulting, And Auditor Independence," Journal of Accounting Research, Wiley Blackwell, vol. 22(2), pages 679-702.
    11. Frydman, Halina & Altman, Edward I & Kao, Duen-Li, 1985. "Introducing Recursive Partitioning for Financial Classification: The Case of Financial Distress," Journal of Finance, American Finance Association, vol. 40(1), pages 269-291, March.
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    3. Climent-Serrano, Salvador & Bustos-Contell, Elisabeth & Labatut-Serer, Gregorio & Rey-Martí, Andrea, 2018. "Low-cost trends in audit fees and their impact on service quality," Journal of Business Research, Elsevier, vol. 89(C), pages 345-350.
    4. Sevastjanov, P. & Figat, P., 2007. "Aggregation of aggregating modes in MCDM: Synthesis of Type 2 and Level 2 fuzzy sets," Omega, Elsevier, vol. 35(5), pages 505-523, October.
    5. Ping-Lung Huang & Bruce C.Y. Lee & Chen-Song Wang & Chi-Te Sun, 2017. "Relative Importance of the Factors under the ISO-10015 Quality Management Guidelines that Influence the Service Quality of Certification Bodies," Journal of Economics and Management, College of Business, Feng Chia University, Taiwan, vol. 13(1), pages 105-137, February.
    6. Al-Ebbini, Lina & Oztekin, Asil & Chen, Yao, 2016. "FLAS: Fuzzy lung allocation system for US-based transplantations," European Journal of Operational Research, Elsevier, vol. 248(3), pages 1051-1065.

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