摘要
本文首先简要介绍了平滑转换回归模型(STR)的含义和检验其非线性的程序,然后以汇率均值回复问题为例说明目前流行的单阀值STR模型有其局限性,存在研究双阀值STR模型的必要。为此,本文对双阀值LSTAR模型的非线性检验进行了分析。结果表明,不同于单阀值STAR模型需要对转换函数进行三阶Taylor展开,双阀值LSTAR模型只需对转换函数进行一阶展开即可,因此大大节省了自由度。
The paper firstly gave a brief introduction to the STR model and provided the procedure to test its nonlinearity.Then,as the mean reversion of exchange rate for example,the paper pointed out that the popular STR model with only one threshold is limited,and that we should begin to study the STR model with two thresholds.So,the paper analyzed the nonlinearity of LSTAR model with two thresholds.The conclusion is that:to test the nonlinearity of this kind of LSTAR models,we need only replace the transition function by its first-order Taylor approximation,which can help us save many degrees of freedom.
出处
《数理统计与管理》
CSSCI
北大核心
2010年第5期830-838,共9页
Journal of Applied Statistics and Management
基金
教育部人文社会科学青年基金项目(09YJCZH110)
浙江省高校人文社会科学(金融学)重点研究基地(浙高【2008】255号)资助
关键词
非线性
STR
STAR
双阀值LSTAR
nonlinearity
smooth transition regression(STR)
smooth transition auto-regression(STAR)
LSTAR with two thresholds