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The stationarity and invertibility of a class of nonlinear ARMA models 被引量:1

The stationarity and invertibility of a class of nonlinear ARMA models
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摘要 We investigate some probabilistic properties of a new class of nonlinear time series models. A sufficient condition for the existence of a unique causal, strictly and weakly stationary solution is derived. To understand the proposed models better, we further discuss the moment structure and obtain some Yule-Walker difference equations for the second and third order cumulants, which can also be used for identification purpose. A sufficient condition for invertibility is also provided. We investigate some probabilistic properties of a new class of nonlinear time series models. A sufficient condition for the existence of a unique causal, strictly and weakly stationary solution is derived. To understand the proposed models better, we further discuss the moment structure and obtain some Yule-Walker difference equations for the second and third order cumulants, which can also be used for identification purpose. A sufficient condition for invertibility is also provided.
出处 《Science China Mathematics》 SCIE 2011年第3期469-478,共10页 中国科学:数学(英文版)
基金 supported by the Fundamental Research Funds for the Central Universities of China (Grant No. 2010121005) supported by the Scientific Research and Development Funds for Youth of Fujian University of Technology of China (Grant No. GY-Z09081)
关键词 auto-covariance INVERTIBILITY stationarity time series Yule-Walker difference equation 非线性时间序列 模型类 可逆性 ARMA 平稳性 充分条件 三阶累积量 概率特性
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