南台科技大學 專題討論報告
DESCRIPTION
南台科技大學 專題討論報告. 指導老師:黃振勝 姓 名:徐啟斌 學 號: M98U0203 中華民國 98 年 12 月 23 日. 文章出處. 篇名 : 應用資料包絡分析法與邏輯斯迴歸建構中小企業之信用評等與放款風險整合模型. 作者:葉育瑋 〈2007 年論文 〉 學校:國立交通大學工業工程與管理學系碩士班. 指導教授:唐 麗英、張永佳. 摘要. 本研究之模型是針對中小企業之一些變數以及總體經濟因素等應用資料包絡判別分析法建立信用評等分數並訂定各信用等級之標準;再應用邏輯斯迴歸建立違約率預測模型。 - PowerPoint PPT PresentationTRANSCRIPT
-
M98U0203
981223
-
2007
-
1.1
-
1.2
-
1.2
-
2.1DEA-DA Retzlaff-Roberts1996DEA-DADEA-Discriminant Analysis
-
2.1DEA-DA G1G2nmZijji ii
-
DEA-DA
-
2.2 Berkson1944
i=1,2..,n k
-
3.1DEA-DA
-
3.2 DEADMUDEADEADMUDMUDEA-DA
-
3.2 (01)(dummy variables)
-
4.1161513220012005(34383213225)2006(1259431)
-
4.21 314322550DEA-DA
-
4.22
-
4.23 20012005DEA-DA58.99%1
-
4.24
-
4.3
- 4.367.91%67.78%p-value=0.047
-
4.4 59.06%72.89%
-
4.5/
-
DEA-DA Retzlaff-Roberts1996DEA-DADiscriminant AnalysisSueyoshi 1999 DEA-DADEASueyoshi 2004DEA-DA(MIP Extended DEA-DA)SueyoshiExtended DEA-DA
-
(Classification and overlap identification, COI)(Handling overlap, HO)DA
-
DEA-DA
-
[1] BankWatch 2000[2] -2004[3] Logistic-[4] , 2004[5] -2007[6] ,2006[7] Sueyoshi-[8] IRB (2004), , ,24, 10-14[9] 2002[10] ,2005[11] 2005[12] 2007[13] 2004[14] 2006[15] 2007http://www.moeasmea.gov.tw[16] 2005[16] 2005[17] Baesens B., Gestel T., Viaene S., Stepanova M., Suykens J. andVanthienen J., Benchmarking state-of-the-art classificationalgorithms for credit scoring, Journal of the Operational ResearchSociety, Vol.54, pp.627635,2003.
-
[18] Emel, A. B., Oral, M., Reisman, A., and Reha, Y., A Credit ScoringApproach for the Commercial Banking Sector, Socio-EconomicPlanning Sciences, Vol.37, No.2, pp.103-123, 2003.[19] Guyon, I., and Elisseeff, A., An Introduction to Variable and FeatureSelection, Journal of Machine Learning Research 3, pp. 1157-1182,2003.[20] Kim, J., Ramaswamy, K. and Sundaresan, S., Does Default Risk inCoupons Affect the Valuation of Corporate Bonds A ContingentClaims Model, Financial Management, 22, pp. 117-131, 1993. [21] Ong. M. K. (Ed.)., Credit ratings :methodologies, rationale anddefault risk. p.391-411. London :Risk Waters Group, 2002.[22] Paradi, J., Asmild, M. and Simak, P., Using DEA and Worst PracticeDEA in Credit Risk Evaluation, Journal of Productivity Analysis,Vol.21 No.2, pp. 153-165, 2004.[23] Retzlaff-Roberts, D. L., Relating Discriminate Analysis and DEA toOne Another, Computers and Operations Research, Vol. 23,pp.311-322, 1996.[24] Sueyoshi T., Mixed integer programming approach of extendedDEA-discriminant analysis, European Journal of OperationalResearch, 152, 45-55, 2004.[25] Sueyoshi T., DEA-discriminant analysis: Methodologicalcomparison among eight discriminant analysis approach, EuropeanJournal of Operational Research, 169, 247-272, 2006.