เปรียบเทียบวิธี

	แบบจำลอง Panel ARMA	แบบจำลอง ARMA (Autoregressive Moving Average)
สาขาวิชา	เศรษฐมิติ	เศรษฐมิติ
ตระกูล	Regression model	Regression model
ปีกำเนิด	1980s–2000s	1970
ผู้ริเริ่ม	Baltagi, Hsiao and related panel data literature	George E. P. Box and Gwilym M. Jenkins
ประเภท	Panel time series model	Time series model
แหล่งต้นตำรับ	Baltagi, B. H. (2008). Econometric Analysis of Panel Data (4th ed.). John Wiley & Sons. ISBN: 978-0470518861	Box, G. E. P., & Jenkins, G. M. (1970). Time Series Analysis: Forecasting and Control. Holden-Day.
ชื่อเรียกอื่น	Panel ARMA, ARMA panel model, panel autoregressive moving average, cross-sectional ARMA	ARMA, Box-Jenkins model, autoregressive moving average, AR(p)MA(q)
ที่เกี่ยวข้อง	5	5
สรุป	The Panel ARMA model extends the classical Autoregressive Moving Average (ARMA) framework to panel data, allowing each cross-sectional unit to carry an individual effect while the within-unit error dynamics follow an ARMA(p, q) process. It captures both autocorrelation and moving-average dependence in panel residuals, yielding efficient estimates when the error structure is correctly specified.	The ARMA(p,q) model describes a stationary time series as a combination of two components: an autoregressive part that regresses the current value on its own past p values, and a moving average part that accounts for past q error terms. It is the foundational framework of the Box-Jenkins methodology for univariate time series modelling and short-run forecasting.