学科分类
/ 1
3 个结果
  • 简介:Inthispaper,weconsidertheempiricallikelihood-basedinferencesforvaryingcoefficientmodelsY=X~τα(U)+εwhenXaresubjecttomissingatrandom.Basedontheinverseprobability-weightedidea,aclassofempiricallog-likelihoodratios,aswellastwomaximumempiricallikelihoodestimators,aredevelopedforα(u).Theresultingstatisticsareshowntohavestandardchi-squaredornormaldistributionsasymptotically.Simulationstudiesarealsoconstructedtoillustratethefinitesamplepropertiesoftheproposedstatistics.

  • 标签: 变系数模型 似然推理 缺失数据 经验似然估计 有限样本性质 对数似然比
  • 简介:ConsidertwolinearmodelsXi=U′iβ+εi,Yj=Vj′γ+ηjwithresponsevariablesmissingatrandom.Inthispaper,weassumethatX,Yaremissingatrandom(MAR)andusetheinverseprobabilityweightedimputationtoproduce‘complete’datasetsforXandY.Basedonthesedatasets,weconstructanempiricallikelihood(EL)statisticforthedifferenceofXandY(denotedas?),andshowthattheELstatistichasthelimitingdistributionofχ21,whichisusedtoconstructaconfidenceintervalfor?.ResultsofasimulationstudyonthefinitesampleperformanceofEL-basedconfidenceintervalson?arereported.

  • 标签: 经验似然 线性回归模型 响应差异 缺失数据 置信区间 线性模型