เปรียบเทียบวิธี

	แบบจำลองฟูเรียร์ ARCH	แบบจำลองพารามิเตอร์ผันแปรตามเวลา ARCH (TVP-ARCH)
สาขาวิชา	เศรษฐมิติ	เศรษฐมิติ
ตระกูล	Regression model	Regression model
ปีกำเนิด	2010s	1980s–1990s
ผู้ริเริ่ม	Extends Engle (1982) ARCH framework with Fourier terms following Enders & Lee (2012)	Extension of Engle (1982) ARCH; TVP-ARCH formalization credited to Nicholls & Quinn and subsequent state-space literature
ประเภท	Volatility model with smooth structural change	Conditional heteroscedasticity model with time-varying coefficients
แหล่งต้นตำรับ	Engle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica, 50(4), 987–1007.	Engle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica, 50(4), 987–1007.
ชื่อเรียกอื่น	Fourier-ARCH, F-ARCH, ARCH with Fourier terms, Fourier smooth transition ARCH	TVP-ARCH, time-varying ARCH, adaptive ARCH, state-space ARCH
ที่เกี่ยวข้อง	6	5
สรุป	The Fourier ARCH model extends the classical ARCH framework by incorporating trigonometric (Fourier) terms into the conditional variance equation. This allows the model to capture smooth, gradual shifts in volatility dynamics over time without assuming abrupt structural breaks, making it well-suited for long financial or macroeconomic time series subject to slowly evolving regime changes.	The Time-Varying Parameter ARCH (TVP-ARCH) model extends the classic ARCH framework by allowing both the conditional mean coefficients and the ARCH variance parameters to drift over time according to a random-walk or state-space process. This makes it possible to capture structural shifts in volatility dynamics without imposing a fixed parameter regime.