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CIPS检验×动态因子模型×
领域计量经济学计量经济学
方法族Hypothesis testRegression model
起源年份20072002
提出者M. Hashem PesaranJames Stock & Mark Watson
类型Panel unit-root test with cross-section dependenceLatent-factor time-series model
开创性文献Pesaran, M. H. (2007). A simple panel unit root test in the presence of cross-section dependence. Journal of Applied Econometrics, 22(2), 265–312. DOI ↗Stock, J. H., & Watson, M. W. (2002). Macroeconomic forecasting using diffusion indexes. Journal of Business & Economic Statistics, 20(2), 147–162. DOI ↗
别名Pesaran CIPS Test, Cross-Sectionally Augmented IPS, Second-Generation Panel Unit-Root Test, CIPS Birim Kök TestiDiffusion Index Model, Large-Scale Factor Model, Approximate Factor Model, Dinamik Faktör Modeli
相关32
摘要The CIPS test, introduced by Pesaran (2007), is a second-generation panel unit-root test designed for panels in which the cross-sectional units share unobserved common factors that induce cross-section dependence. By augmenting each individual ADF regression with cross-sectional averages and their lags, the CIPS test accounts for this dependence and produces reliable inference where first-generation tests such as the original IPS test break down. It is widely applied in macroeconomic and finance panels where shocks propagate across countries or regions.A Dynamic Factor Model (DFM) extracts a small number of latent common factors from a large panel of economic time series and uses those factors to forecast or nowcast a target variable. Formalized for macroeconomic forecasting by James Stock and Mark Watson in their 2002 Journal of Business & Economic Statistics paper, DFMs handle hundreds of indicators simultaneously while avoiding the curse of dimensionality that plagues traditional multivariate models.
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ScholarGate方法对比: CIPS Test · Dynamic Factor Model. 于 2026-06-17 检索自 https://scholargate.app/zh/compare