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Muundo wa Wastani wa Kusonga Usio na Mfumo (NMA)×Mchoro wa Kujirejelea Usio na Mstari (NAR)×
NyanjaEkonometrikiEkonometriki
FamiliaRegression modelRegression model
Mwaka wa asili19781978-1990
MwanzilishiGranger & Andersen (bilinear/NMA framework); Tong (nonlinear time series theory)Tong, H. (threshold AR); Terasvirta, T. (STAR variant)
AinaNonlinear time series modelNonlinear time series model
Chanzo asiliaGranger, C. W. J., & Andersen, A. P. (1978). An Introduction to Bilinear Time Series Models. Vandenhoeck and Ruprecht, Gottingen. link ↗Tong, H. (1990). Non-Linear Time Series: A Dynamical System Approach. Oxford University Press. ISBN: 9780198522201
Majina mbadalaNMA model, nonlinear moving average, NLMA model, nonlinear MANAR model, nonlinear autoregression, NLAR, threshold autoregressive model
Zinazohusiana46
MuhtasariThe Nonlinear Moving Average (NMA) model extends the classical linear MA model by allowing the current observation to depend on past innovations through a nonlinear function rather than a simple weighted sum. It is used in time series analysis when error shocks transmit to outcomes in an asymmetric or state-dependent fashion.The Nonlinear AR model extends the classical autoregressive framework by allowing the mapping from past values to the current value to follow an arbitrary or regime-switching nonlinear function. Major families include the Self-Exciting Threshold AR (SETAR), Smooth Transition AR (STAR), and neural network AR, each capturing different forms of asymmetry, regime shifts, or smooth nonlinear dynamics in univariate time series.
ScholarGateSeti ya data
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  1. v1
  2. 2 Vyanzo
  3. PUBLISHED

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ScholarGateLinganisha mbinu: Nonlinear MA model · Nonlinear AR Model. Imepatikana 2026-06-17 kutoka https://scholargate.app/sw/compare