Case deletion;
Influence diagnostics;
Likelihood ratio test;
Mean-shift outlier;
Primary;
62J05;
Secondary;
62J20;
REGRESSION;
RESIDUALS;
D O I:
10.1080/03610926.2012.657326
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
To assess the influence of observations on the parameter estimates, case deletion diagnostics are commonly used in linear regression models. For linear models with correlated errors we study the influence of observations on testing a linear hypothesis using single and multiple case deletions. The change in likelihood ratio test and F test theoretically is derived and it is shown these tests to be completely determined by two proposed generalized externally studentized residuals. An illustrative example of a real data set is also reported.
机构:
Univ Calif San Diego, Dept Math, Rady Sch Management, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Math, Rady Sch Management, La Jolla, CA 92093 USA
Zhu, Yinchu
Bradic, Jelena
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机构:
Univ Calif San Diego, Dept Math, Rady Sch Management, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Math, Rady Sch Management, La Jolla, CA 92093 USA
机构:
Michigan State Univ, Vilnius Inst Math & Informat, E Lansing, MI 48824 USAMichigan State Univ, Vilnius Inst Math & Informat, E Lansing, MI 48824 USA
Koul, Hira L.
Surgailis, Donatas
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机构:
Michigan State Univ, Vilnius Inst Math & Informat, E Lansing, MI 48824 USAMichigan State Univ, Vilnius Inst Math & Informat, E Lansing, MI 48824 USA
机构:
Univ Sao Paulo, Dept Ciencias Exatas, ESALQ, BR-13418900 Sao Paulo, BrazilUniv Sao Paulo, Dept Ciencias Exatas, ESALQ, BR-13418900 Sao Paulo, Brazil
Villegas, Cristian
Paula, Gilberto A.
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机构:
Univ Sao Paulo, Inst Matemat & Estat, BR-13418900 Sao Paulo, BrazilUniv Sao Paulo, Dept Ciencias Exatas, ESALQ, BR-13418900 Sao Paulo, Brazil
Paula, Gilberto A.
Cysneiros, Francisco Jose A.
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机构:
Univ Fed Pernambuco, Dept Estat, Recife, PE, BrazilUniv Sao Paulo, Dept Ciencias Exatas, ESALQ, BR-13418900 Sao Paulo, Brazil
Cysneiros, Francisco Jose A.
Galea, Manuel
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机构:
Pontificia Univ Catolica Chile, Dept Estadist, Santiago, ChileUniv Sao Paulo, Dept Ciencias Exatas, ESALQ, BR-13418900 Sao Paulo, Brazil