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題名:臺灣電子業上市公司財務危機預警模式建構--分析層級程序法與Logit迴歸模型之比較
書刊名:中小企業發展季刊
作者:林郁翎 引用關係徐霈
作者(外文):Lin, Yu-lingHsu, Pei
出版日期:2011
卷期:20
頁次:頁23-56
主題關鍵詞:分析層級程序法Logit迴歸模型財務危機預警模式Analytic hierarchy processLogistic regression modelFinancial distress prediction model
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:1
  • 共同引用共同引用:639
  • 點閱點閱:45
摘 要 本文利用分析層級程序法及Logit迴歸模型,以台灣電子業上市公司為主要研究對 象進行企業財務危機預警模式之建構,並利用Kolmogorov-Smirnov (KS)、Area under the Curve (AUC)等兩種預測效力評估指標檢視兩模型之預測效果。實證結果發現, AHP模型的KS值為0.56,AUC值為0.64;Logit迴歸模型的KS值為0.68,AUC值為 0.816。故整體而言,AHP模型與Logit迴歸模型均有一定的區別能力,但Logit迴歸模 型的區別能力又優於AHP法。
Abstract In this study we use the Analytic Hierarchy Process (AHP) and the Logistic regression to construct financial distress prediction models for listed companies of electronic industry in Taiwan. The Kolmogorov-Smirnov and the Area under the Curve are used to investigate the default prediction performance of the two financial distress prediction models. The KS value of the AHP model we get is 0.56 and the AUC is 0.64 while the KS value of the Logistic regression model is 0.68 and the AUC value is 0.816. As a whole, both AHP and Logistic regression models are able to discriminate the distressful companies from the normal ones, and the Logistic regression model exhibits better performance than the AHP model.
期刊論文
1.Park, C.-S.、Han, I.(200210)。A Case-based Reasoning with the Feature Weights Derived by Analytic Hierarchy Process for Bankruptcy Prediction。Expert Systems of Applications,23(3),255-264。  new window
2.Gilson, Stuart C.(1989)。Management Turnover and Financial Distress。Journal of Financial Economics,25(2),241-262。  new window
3.Kaiser, H. F.(1958)。The varimax criterion for analytic rotation in factor analysis。Psychometrika,23(3),187-200。  new window
4.Merton, Robert C.(1974)。On the Pricing of Corporate Debt: The Risk Structure of Interest Rates。The Journal of Finance,29(2),449-470。  new window
5.Black, Fischer、Scholes, Myron S.(1973)。The Pricing of Options and Corporate Liabilities。Journal of Political Economy,81(3),637-654。  new window
6.李佳玲、葉穎蓉、何晉滄(20050300)。績效、公司治理與高階管理者離職關係之實證研究。中山管理評論,13(1),75-106。new window  延伸查詢new window
7.Ohlson, James A.(1980)。Financial Ratios and the Probabilistic Prediction of Bankruptcy。Journal of Accounting Research,18(1),109-131。  new window
8.Altman, Edward I.(1968)。Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy。The Journal of Finance,23(4),589-609。  new window
9.Saaty, Thomas L.(2008)。Decision making with the analytic hierarchy process。International Journal of Services Sciences,1(1),83-98。  new window
10.陳錦村(19970300)。銀行授信客戶之信用評等與模式比較。輔仁管理評論,4(1),145-171。new window  延伸查詢new window
11.李樑堅、張志向(19990300)。中小企業授信評估模式建立之研究。臺大管理論叢,9(2),69-100。new window  延伸查詢new window
12.鄧振源、曾國雄(19890700)。層級分析法(AHP)的內涵特性與應用。中國統計學報,27(7),13767-13786。new window  延伸查詢new window
13.Yurdakul, Mustafa、Tanselİç, Yusuf(2004)。AHP Approach in the Credit Evaluation of the Manufacturing Firms in Turkey。International Journal of Production Economics,88(3),269-289。  new window
14.陳建成(2008)。建構臺灣製造業企業財務危機評選指標之研究。中小企業發展季刊,9,169-198。new window  延伸查詢new window
15.Hillegeist, S. A.、Keating, E. K.、Cram, D. P.、Lundstedt, K. G.(2004)。Acessing the probability of Bankruptcy。Review of Accounting Studies,9(1),5-43。  new window
學位論文
1.高蘭芬(2002)。董監事股權質押之代理問題對會計資訊與公司績效之影響(博士論文)。國立成功大學。new window  延伸查詢new window
2.林俊廷(2007)。以層級分析法對銀行建築融資授信評估之研究。朝陽科技大學。  延伸查詢new window
圖書
1.林震岩(2008)。多變量分析:SPSS的操作與應用。台北:智勝文化。  延伸查詢new window
2.Mays, E.(2001)。Handbook of Credit Scoring。Chicago:Glenlake。  new window
3.Saaty, T. L.(1998)。The Analytic Hierarchy Process: Planning, Priority Setting, Resource Allocation。New York:McGraw-Hill International Book Co.。  new window
4.Belsley, D. A.(1991)。Conditioning diagnostics: Collinearity and weak data in regression。New York, NY:John Wiley & Sons。  new window
5.Hosmer, D. W.、Lemeshow, S.(2000)。Applied Logistic Regression。John Wiley & Sons, Inc.。  new window
6.Saaty, T. L.(2001)。The Seven Pillars of the Analytic Hierarchy Pross。Multiple Criteria Decision Making in the New Millennium. Chapter 2。  new window
 
 
 
 
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