Consider comparing between two treatments a response variable, whose expectation depends on the value of a continuous covariate in some nonlinear fashion. We fit separate segmented linear models to each treatment to approximate the nonlinear relationship. For this setting, we provide a simultaneous confidence band for the difference between treatments of the expected value functions. The treatments are said to differ significantly on intervals of the covariate where the simultaneous confidence band does not contain zero. We consider segmented linear models where the locations of the changepoints are both known and unknown. The band is obtained from asymptotic results. (C) 2010 Elsevier B.V. All rights reserved.
机构:
Tsinghua Univ, Ctr Stat Sci, Beijing, Peoples R China
Tsinghua Univ, Dept Ind Engn, Beijing, Peoples R ChinaTsinghua Univ, Ctr Stat Sci, Beijing, Peoples R China
Jiang, Jiakun
Cai, Li
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机构:
Zhejiang Gongshang Univ, Sch Stat & Math, Hangzhou, Peoples R ChinaTsinghua Univ, Ctr Stat Sci, Beijing, Peoples R China
Cai, Li
Yang, Lijian
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机构:
Tsinghua Univ, Ctr Stat Sci, Beijing, Peoples R China
Tsinghua Univ, Dept Ind Engn, Beijing, Peoples R ChinaTsinghua Univ, Ctr Stat Sci, Beijing, Peoples R China