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Diagnostic checking for conditional heteroscedasticity models

Diagnostic checking for conditional heteroscedasticity models
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摘要 We suggest the score type tests for goodness-of-fit of conditional heteroscedasticity models in both univariate and multivariate time series.The tests can detect the alternatives converging to the null at a parametric rate.Weight functions are involved in the construction of the tests,which provides us with the flexibility to choose scores,especially under directional alternatives,for enhancing power performance.Furthermore,when the alternatives are not directional,we construct asymptotically distribution-free maximin tests for a large class of alternatives.A possibility to construct score-based omnibus tests is discussed when the alternative is saturated.The power performance is also investigated.A simulation study is carried out and a real data is analyzed. We suggest the score type tests for goodness-of-fit of conditional heteroscedasticity models in both univariate and multivariate time series.The tests can detect the alternatives converging to the null at a parametric rate.Weight functions are involved in the construction of the tests,which provides us with the flexibility to choose scores,especially under directional alternatives,for enhancing power performance.Furthermore,when the alternatives are not directional,we construct asymptotically distribution-free maximin tests for a large class of alternatives.A possibility to construct score-based omnibus tests is discussed when the alternative is saturated.The power performance is also investigated.A simulation study is carried out and a real data is analyzed.
出处 《Science China Mathematics》 SCIE 2010年第10期2773-2790,共18页 中国科学:数学(英文版)
基金 supported by the Research Grants Council of Hong Kong (Grant No.HKBU2030/07P) Wu Jianhong was also supported by National Natural Science Foundation of China (Grant No.11001238) Humanities and Social Sciences in Chinese University (Grant No.07JJD790154) Zhejiang Provincial Natural Science Foundation of China (Grant No.Y6090172) Science Fund for Young Scholars of Zhejiang Gongshang University,China (Grant No.Q09-12)
关键词 CONDITIONAL HETEROSCEDASTICITY MODEL MAXIMIN TEST MODEL CHECKING score type TEST time series conditional heteroscedasticity model maximin test model checking score type test time series
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