Journal of Intelligence and Information Systems (지능정보연구)

Korea Intelligent Information System Society (한국지능정보시스템학회)
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An Empirical Study for the Expert's Reliance on the Knowledge from the Several Data Mining Techniques

여러가지 Data Mining 기법으로부터 도출된 지식에 관한 전문가의 신뢰도에 대한 실증적 연구

  • Published : 1999.06.01

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Abstract

본 연구는 여러 가지 데이터마이닝 기법으로부터 도출된 지식이 어떻게 인간의 판단에 영향을 미치는 가를 지식구조별, 자료특성별, 전문가지식의 일관성별로 실증적 연구를 하여 궁극적으로 전문가 의사결정에 도움이 되는 데이터마이닝 기법의 활용방안을 제시하고자 한다. 분석결과 전문가들의 판단은 데이터마이닝의 지식표현형태에 의한 영향을 많이 받고 있는 것으로 나타났으며, 특히 IF-THEN의 형태로 표현되는 명제형 지식구조에 가장 많은 신뢰를 갖는 것으로 나타났다. 특히 자료의 특성, 또는 전문가의 판단 일관성과 데이터마이닝 기법 사이에 상호작용효과가 있어 향후 데이터마이닝 기법을 활용하여 전문가의 의사결정을 돕고자 할 때는 이러한 차이점을 고려해야 하는 것으로 밝혀졌다.

Keywords

References

  1. 한국경영과학회지 v.23 no.3 여러가지 Inductive 방법에 대한 통합모델 개발과 그 실증적 유효성에 대한 연구 김광용
  2. 한국전문가시스템학회지 v.4 no.1 Data Mining 기법들과 전문가들로부터 추출된 지식에 관한 실증적 비교연구 김광용;손광기;홍온선
  3. 재무관리연구 v.14 no.2 LOGIT 분석과 AHP 분석을 이용한 부도예측모형의 비교연구 우춘식;김광용;강성범
  4. 한국전문가시스템학회지 v.1 no.1 NN을 이용한 중소기업 도산예측에 있어서의 비재무 정보의 유용성 검증 이재식;한재홍
  5. Expert Systems with Applications v.7 An experimental investigation of predictive accuracy of induction and regression Arizne, B.;P. N. Narasimha
  6. Decision Science v.11 Assessing the quality of expert judgement: Issues and analsys Bolgus, F;G. Wright
  7. Organizational Behavior and Human decision Process v.40 Note on subject's hypotheses in multiple-cue probability learning Brehmer, B.
  8. Management Sciesnce v.37 Interaction of judge-mental and statistical frecasting methods: Issuess and Analysis Bunn, D.;G. Wright
  9. Accounting Review v.61 The Effect of Task Predictability and Prior Probability Disclosure on Judgment Quality and Confidence Casey, C.;Selling, T. I
  10. Journal of Commercial Bank Lending v.68 The Superior Performance of Loan Review Committee Chalos, P.
  11. Decision Sciences v.23 Rule-based expert systems and linear models: An empirical comparison of learning-by-examples methods Chung, H. M.;Silver, M. S
  12. Decision Making : Descriptive, Normative and prescriptive interactions Bell, D. E.;H. Raiffa;A. Tversky
  13. Psychological Bulletin v.81 Linear Models Dawes,R.M.;Corrigan, B.
  14. Decision Science v.28 no.3 Representations as decision aids: The asymmetric effects of words and numbers on auditor's inherent risk judgment Dilla, W. N.
  15. Doctoral Dissertation Hybrid System for Robustness and Perspicuity: Symbolic Rule Induction Combined with a Neural Net or a Statistical Model Gim, G.
  16. The Proceedings of North American Fuzzy Information Proceeding Society Dimensions of knowledge: Facts or skills, words or numbers Gim, G.;Whalen, T.
  17. Organizational Behavior and Human Performance v.31 Does Having to justify one's judgements change the nature of the judgement process? Hagaford, R.;Breimen, B.
  18. Knowledge Acquisition for expert systems (2nd Ed.) Hart, A.
  19. Journal of Forecasting v.1 Comparative Analysis of Company Forecasts and Advanced Time-Series Techniques Using Annual Electric Utility Energy Sales Data Huss, W. R.
  20. Journal of management Information System v.9 no.4 A comparison of machine learning with human judgment Kattan, M. W.;Adams, D. A.;Parks, M. S.
  21. Decision Support System v.21 Inductive modeling of expert decision making in loan evaluation: a decision strategy perspective Kim, C. N.;H. M. Chung;D. B. Paradice
  22. Communication of the acm v.38 no.11 Application of machine learning and rule induction Langley, P;H. A. Simon
  23. Journal of the Korean OR/MS Society v.21 no.3 Combining Judgements for Better Decision : A Study for Investigating Effective Combining Schemes Lee, H. Y.
  24. Management Science v.38 A composite approach to inducing knowledge for ES design Liang, T. P.
  25. Expert Systems with Applications v.1 Integrating statistical and inductive learning methods for knowledge acquisition Liang, T. P.;Chandler, J. S.;Han, I.
  26. Contempory Accounting Research v.9 An empirical investigation of some data effects on the classfication accuracy of probit, ID3, and neural networks Liang, T. P.;Chandler, J. H.;Han, I.;Roan, J.
  27. Journal of Accounting Research v.23 Accounting Ratios and the Prediction of Failure: Some Behavioral Evidence Libby, R.
  28. Decision Support Systems v.16 Judgmental forecasting with interactive forecasting support systems Lim, J. S.;m. O'Connor
  29. Decision Making Mary, Z.
  30. Journal of Forecasting v.8 Judgemental Revision of Sales Forecasts: A Longitudinal Extention Mathews, B. P.;Diamantopoulos, A.
  31. Management Science v.44 no.5 Testing new direct marketing offerings: The interplay of management judgment and statistical models Morwitz, V. G.;Schmittein, D. C
  32. Human Problem Solving Newell, A.;Simon, H.
  33. Management Science v.44 no.8 How decision makers evaluate alternatives and the influence of complexity Nutt, P. C.
  34. Organizational Bahavior and Human Performance v.24 Task complexity and contingent processing in decision making: A replication and extension Olshavsky, R.W.
  35. Organizational Bahavior and Human Decision Process v.41 The effect of decision strategy and task complexity on decision performance Paquette, L.;Kida, T.
  36. Organizational Behavior and Human Performance v.16 Task complexity and contingent processing in decision making: An Information Search and protocol analysis Payne, J.W.
  37. Machine Learning v.1 Induction of decision trees Quinlan, R.
  38. Journal of Marketing Research A Bayesian Approach to Forecasting Efforts of Atypical Situations Reinmuth, J. E.;Guerts,M. D.
  39. Organizational Behavior and Human Decision Process v.37 The effect of time pressure on judgement in multiple que probability learning Rothestein, H. G.
  40. Decision Support Systems v.10 Machine learning methods for intelligent decision support Shaw, M. J.
  41. Accounting Review v.58 Test of Information Processing Behaviour in Credit Judgement Shepanski, A.
  42. Decision support systems and intelligent systems, 5th Decision support systems and intelligent systems Turban, E;J. Aronson
  43. International Journal of Uncertainty, Fuzziness, and Knowledge Based Systems v.4 Second Order Logical System for Risk Classification In a Newly Developed Country Whalen, T.;Gim, G.
  44. Accounting and Finance v.25 The Implication of Distress Prediction Models for Corporate Lending Whitred, G.;Zimmer, I.
  45. Journal of Forecasting v.9 Judgemental Adjustment of Earnings Forecasts Wolfe, C.;Flores, C.
  46. Decision Support System v.19 no.4 Neural Network Applications in Business: A review and Analysis of the literture(1988-1995) Woong B.K.;Bodnovich T.A.;Selvi Y.
  47. Information & Management v.34 Neural Network Applications in Finance: A review and Analysis of the literature(1990-1996) Woong B.K.;Selvi Y.
  48. Theory and Decision v.7 On the inadequacy of the regression paradigm used in the study of human judgment Zeleny, M.
  49. Decision Making: Alternatives Rational Choice Model Zey, M.
  50. Decision Support Systems v.20 no.2 On the Use of Knowledge Based DSS in Financial Management:A Survey Zopounidis C.;Doumpos M.;Matsatsinis N.F.