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題名:模糊財務危機預警模型建構方法
書刊名:創新與管理
作者:顏勝湟吳雅娟陳威良
作者(外文):Yen, Sheng-huangWu, Ya-chuanChen, Wei-liang
出版日期:2013
卷期:10:2
頁次:頁93-116
主題關鍵詞:模糊預警財務危機隸屬函數推論規則風險指標Fuzzy financial distress prediction modelFinancial crisisMembership functionInference ruleRisk index
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(0) 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:0
  • 共同引用共同引用:143
  • 點閱點閱:65
本文主要係提出模糊財務危機預警模型建構的方法,以對目標公司發生財務危機的可能性進行分析預測,提供財務風險的參考警訊。本模型選取財務報表中的流動比率、負債比率、稅後淨利率和存貨週轉率(次)、應收帳款週轉率(次)與總資產週轉率(次)的乘積作為財務性模糊輸入變數。另外,選取9種公司治理相關的積分制指標作為非財務性模糊輸入變數,並制定模糊推論規則庫,建立模糊預警模型的架構,透過模糊推論計算問題公司和正常公司的風險指標值以設定警訊規範,提供使用者投資參考。 風險指標是各公司財務狀況比較的相對性指標,指標值只代表相對可能性而非絕對必然性,但是指標的趨勢走向對於公司財務狀況具有值得重視的意義,而模糊預警模型的建構方式和選用為模糊變數的各項比率,只是應用模糊理論的一種方式,應用者可藉由調整各項模糊要素,使得系統的表現更符合要求。
This research constructs a financial distress prediction model based on fuzzy theory. This fuzzy model can be used to analyze and predict the possibility of the financial crisis, and can generate a financial crisis risk index to provide a warning signal to the banking institute or the individual investors. We select current percentage, liabilities percentage, net income percentage, and the product of inventory turnover, A/R and N/R turnover and total asset turnover as the financial fuzzy input variables as well as the nine non-financial input variables which are related to the company’s management. The fuzzy inference rule base is constructed based on the experts’ experiences for the calculations of the corresponding risk indices of the normal group and the risky group. We compare these risk indices to establish the alert criterion for investors’ reference. The risk index indicates only the relative possibility but not the absolute certainty for which a financial failure could occur. However, the trend of the indices over consecutive years is an important factor to predict the related company’s financial conditions. The construction process of the fuzzy model and the determinations of the corresponding membership functions of the fuzzy variables show flexibility when applying fuzzy theory to the financial distress prediction model. One can adjust these flexible fuzzy variables to enhance the performance of the model.
期刊論文
1.賴鈺城、李崑進、李善玉(20100500)。公司治理下電子業之財務預警模型。華人前瞻研究,6(1),1-23。new window  延伸查詢new window
2.Grice, J.S.、Dugan, M.T.(2001)。The Limitations of Bankruptcy Prediction Models: Some Cautions for the Researcher。Journal of Finance and Accounting,117,151-166。  new window
3.Lensberg, T.、Eilifsen, A.、Mckee, T. E.(2004)。Bankruptcy Theory Development and Classification via Genetic Programming。Journal of Operational Research。  new window
4.Odom, M. D.、Sharda, R.(1990)。A Neural Network Model for Bankruptcy Prediction。IEEE Research,2,163-168。  new window
5.Wilson, R.L.、Sharda, R.(1994)。Bankruptcy Prediction Using Networks。Decision Support Systems for North-Holland,11,545-557。  new window
6.余惠芳、王永昌(20111200)。財務預警與公司治理--臺灣傳統產業之實證研究。應用經濟論叢,90,209-241。new window  延伸查詢new window
7.Collins, R. A.、Green, R. D.(1982)。Statistical Method for Bankruptcy Forecasting。Journal of Economics and Business,34(4),349-354。  new window
8.Atiya, Amir F.(2001)。Bankruptcy Prediction for Credit Risk Using Neural Networks: A Survey and New Results。IEEE Transactions on Neural Networks,12(4),929-935。  new window
9.Mensah, Yaw M.(1984)。An examination of the stationarity of multivariate bankruptcy prediction models: A methodological study。Journal of Accounting Research,22(1),380-395。  new window
10.Deakin, Edward B.(1972)。A discriminant analysis of predictors of business failure。Journal of Accounting Research,10(1),167-179。  new window
11.黃振豊、呂紹強(20001100)。企業財務危機預警模式之研究--以財務及非財務因素構建。當代會計,1(1),19-40。new window  延伸查詢new window
12.McKee, T. E.、Lensberg, T.(2002)。Genetic programming and rough sets: a hybrid approach to bankruptcy classification。European Journal of Operational Research,138(2),436-451。  new window
13.Blum, M. P.(1974)。Failing Company Discriminant Analysis。Journal of Accounting Research,12(1),1-25。  new window
14.Beaver, W. H.(1966)。Financial Ratios as Predictors of Failure。Journal of Accounting Research,4(3),71-111。  new window
15.Mamdani, E. H.、Assilian, S.(1975)。An Experiment in Linguistic Synthesis with a Fuzzy Logic Controller。International Journal of Man-Machine Studies,7(1),1-13。  new window
16.Ohlson, James A.(1980)。Financial Ratios and the Probabilistic Prediction of Bankruptcy。Journal of Accounting Research,18(1),109-131。  new window
17.Altman, Edward I.(1968)。Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy。The Journal of Finance,23(4),589-609。  new window
18.Zadeh, Lotfi Asker(1965)。Fuzzy sets。Information and Control,8(3),338-353。  new window
19.Zmijewski, Mark E.(1984)。Methodological Issues Related to the Estimation of Financial Distress Prediction Models。Journal of Accounting Research,22(Supplement),59-82。  new window
20.Coates, P.、Fant, L.(1991)。A Neural Network Approach to Forecasting Financial Distress。Journal of Business Forecasting,10,9-12。  new window
學位論文
1.何素素(2002)。財務比率分析應用於企業診斷之研究--以台灣地區上市櫃公司為例(碩士論文)。大葉大學。  延伸查詢new window
2.陳明賢(1986)。財務危機預測之計量分析研究(碩士論文)。國立臺灣大學。  延伸查詢new window
3.潘玉葉(1990)。臺灣股票上市公司財務危機預警分析(博士論文)。淡江大學。new window  延伸查詢new window
4.陳肇榮(1983)。運用財務比率預測企業財務危機之實證研究(博士論文)。國立政治大學。new window  延伸查詢new window
圖書
1.葉銀華(20050000)。蒸發的股王:領先發現地雷危機。臺北:商智文化。new window  延伸查詢new window
 
 
 
 
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