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基于Mixed Logit模型的上市公司财务困境预测实证研究(2)

来源:网络收集 时间:2026-07-02
导读: companiesofChinaandLogitmodelisveryflexiblealthoughithasrelativelycomplexestimationmethods.Inthisth

companiesofChinaandLogitmodelisveryflexiblealthoughithasrelativelycomplexestimationmethods.Inthisthesis,wetargetatthelistedusethe

companies’public—audited

predictionfinancialstatementstoestablishthefinancialdistressonmodelsbasedMixedLogit.Themethodssuch

StataasPrincipalexploitedComponentAnalysisandthesoftwaresuchasExcel,SPSS

tobuildourandaremodel.

asfollows:Thisthesisconsistoffivechapters

Chapter0ne:Beginningwiththebackgroundandthesignificanceofthe

onresearch,itretrospectaboutthedomesticandforeignresearchachievements

financialdistressprediction.Meanwhile,thelatestresearch

Chaptertwo:Basedonstatusisalsopresented.thefundamentaltheoriesaboutfinancialdistressin

bothofdomesticandforeignnations,wediscussedthestandardsaboutthelistedcompanieswhichhavefallenintodistressinstockmarketofChina.Thenwedefinethespecialtreated(ST)companiesasthefinancialdistresscompanieswithrespecttotheconnotationoffinancialdistressandthespecialsystembackground

aofChina.Togetherwiththeintroductionofmainpredictionmethods.itlays

theoreticalfoundationfortlledemonstrativeresearchinthefollowingchapters.

Chapterthree:WeconcentrateontheMixedLogitmodel.Specifically,weelaborateitsfundamentaltheory,deductionprocess,parameterfeaturesetc.andcompareitwithothertypicalmodels.

Chapterfour:Systematicempiricalstudyisconductedandpresented.We

159non.STtargetatthepreceding-3一yearstatisticsabout53STcompanies

onandcompaniesBasedfinancial

andfactors,weintroducedothervariablesintothemodelsuchasthefactorsofcorporategovernanceandmarketinformation.Onthebasisoftheselecteddatavariables,weconstructthefinancialdistressprediction

modelbyemployingMixedLogitmodel

conductaandStandardLogitmodel.Finally,wecomprehensivecomparisonaboutthetwopredictionmodels.

Chapterfive:Conclusionandfurtherdiscussionispresented.Wedrawtheconclusionfromtheempiricalstudyanddiscussedthepotentialproblemsandfutureworks.

Thepaperdrawsthefollowingresearchconclusions:

First,thediscloseddataoflisted

informationaboutthe

people.companyinChinacontainssignificantcompany’sfinancialcondition,whichisusefultorelated

Second,besidesthefinancialfactors,corporategovernancefactors

effectivelyenhantethemodel’Spredictingaccuracy.

Third,empiricalresultsdemonstratedthattheCanalsoMixedLogitmodelperformedmuchbetter:itcansignificantlyimprovethefitnessandclassifiedaccuracyofthepredictionmodel,accordingtotheruleofstatisticseconomicmeaning.MixedLogitmodelshowsawiderangeofapplicableprospectandpracticalvalueinpredictingandevaluatingthelistcompany’sfinancialcondition.

Therearefourimportantinnovationsinthisthesis:

First,consideringthemostofvariablesdon’tmatchthehypothesisofnormaldistribution,weapplynonparametrictesttoexaminethevariable’Sdiversityand2

Abstract

chooseMixedLogitmodel.whichismoreconformabletothiskindofvariables。

Second,thecombinationoffactoranalysisandMixedL0西tmodelovercomes

themulti—collinearityamongtheindependentvariablesanditalsomakestheLogitregressionanalysismorenorm …… 此处隐藏:1964字,全部文档内容请下载后查看。喜欢就下载吧 ……

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