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Estimation and Testing for the Parameters of AR(p)-ARCH(q) under Ordered Restriction
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作者 王德辉 宋立新 +1 位作者 史宁中 李荣华 《Northeastern Mathematical Journal》 CSCD 2004年第4期379-382,共4页
Suppose that the time series Xt satisfieswhere α0≥δ>0,αi≥0 for i=1,2,…,q;βi,i=1,…,p, are real numbers; p and q are the order of the model. The sequence {ξt};(0,1) and is independent of {hs,s≤t} for fixed ... Suppose that the time series Xt satisfieswhere α0≥δ>0,αi≥0 for i=1,2,…,q;βi,i=1,…,p, are real numbers; p and q are the order of the model. The sequence {ξt};(0,1) and is independent of {hs,s≤t} for fixed t. The above model is usually written as AR(p)-ARCH(q).We consider stationary series AR(p)-ARCH(q) model and assume the stationary field is θ0. We express this statement asH1:α1≥α2…≥αq,β1≥β2≥…≥βp and we consider an order restricted testing problem, which is to testH0:α1=α2=…=αq,β1=β2=…=βpagainst H1-H0. We derive the likelihood ratio (LR) test statistic and its asymptotic distri- 展开更多
关键词 ar(p)-arch(q) model ordered restriction maximum likelihood estimator asymptotic properties quadratic program
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Estimation and Testing for the Parameters of AR(p)-ARCH(q) under Ordered Restriction
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作者 王德辉 宋立新 史宁中 《Northeastern Mathematical Journal》 CSCD 2005年第4期475-491,共17页
In this paper, we study a stationary AR(p)-ARCH(q) model with parameter vectors α and β. We propose a method for computing the maximum likelihood estimator (MLE) of parameters under the nonnegative restriction... In this paper, we study a stationary AR(p)-ARCH(q) model with parameter vectors α and β. We propose a method for computing the maximum likelihood estimator (MLE) of parameters under the nonnegative restriction. A similar method is also proposed for the case that the parameters are restricted by a simple order: α1≥α2≥…≥αq and β1≥β2≥…≥βp. The strong consistency of the above two estimators is discussed. Furthermore, we consider the problem of testing homogeneity of parameters against the simple order restriction. We give the likelihood ratio (LR) test statistic for the testing problem and derive its asymptotic null distribution. 展开更多
关键词 arp-archq model ordered restriction maximum likelihood estimator asymptotic properties quadratic program
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