消费信贷风险建模生存分析【外文翻译】

消费信贷风险建模生存分析【外文翻译】

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1、外文翻译原文ModelingconsumercreditriskviasurvivalanalysisMaterialSource:SORT33(1)January-June2009,3-30Author:RicardoCao.JuanM.VelarandAndresDevi1.AbstractCreditriskmodelsareusedbyfinancialcompaniestoevaluateinadvancetheinsolvencyriskcausedbycreditsthatenterintodefault.Manymodelsforcreditr

2、iskhavebeendevelopedoverthepastfewdecades.Inthispaper,wefocusonthosemodelsthatcanbeformulatedintermsoftheprobabilityofdefaultbyusingsurvivalanalysistechniques.Withtheseobjectivethreedifferentmechanismsareproposedbasedonthekeyideaofwritingthedefaultprobabilityintermsoftheconditionald

3、istributionfunctionofthetimetodefault.ThefirstmethodisbasedonaCox’sregressionmodel,thesecondapproachusesgeneralizedlinearmodelsundercensoringandthethirdoneisbasedonnonparametrickernelestimation,usingtheproduct-limitconditionaldistributionfunctionestimatorbyBearn.Theresultingnonparam

4、etricestimatorofthedefaultprobabilityisprovedtobeconsistentandasymptoticallynormal.Anempiricalstudy,basedonmodifiedrealdata,illustratesthethreemethods.2.IntroductionDeterminingtheprobabilityofdefault,PD,inconsumercredits,loansandcreditcardsisoneofthemainproblemstobeaddressedbybanks,

5、savingsbanks,savingscooperativesandothercreditcompanies.Thisisafirststepneededtocomputethecapitalinriskofinsolvency,whentheirclientsdonotpaytheircredits,whichiscalleddefault.Theriskcomingfromthistypeofsituationiscalledcreditrisk,whichhasbeentheobjectofresearchsincethemiddleoflastcen

6、tury.Theimportanceofcreditrisk,aspartoffinancialriskanalysis,comesfromtheNewBaselCapitalAccord(BaselII),publishedin1999andrevisedin2004bytheBaselCommitteeforBankingSupervision(BCBS).Thisaccordconsistsofthreeparts,calledpillars.Theyconstituteauniversaltheoreticalframeworkfortheproced

7、urestobefollowedbycreditcompaniesinordertoguaranteeminimalcapitalrequirements,calledstatisticalprovisionsforinsolvency(SPI).PillarIofthenewaccordestablishestheparametersthatplaysomeroleinthecreditriskofafinancialcompany.Thesearetheprobabilityofdefault,PD,theexpositionafterdefault,EA

8、D,andthelossgivende

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