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ARIMA (Autoregressive Integrated Moving Average) মডেল×গ্র্যাঞ্জার কার্যকারণ পরীক্ষা×ভেক্টর অটো রিগ্রেশন (VAR) মডেল×
ক্ষেত্রঅর্থমিতিঅর্থমিতিঅর্থমিতি
পরিবারRegression modelRegression modelRegression model
উদ্ভবের বছর201519692005
প্রবর্তকBox & Jenkins (Box-Jenkins methodology)Clive W. J. GrangerLütkepohl (textbook treatment); Sims (1980) macroeconometric tradition
ধরনUnivariate time-series modelTime-series predictive causality testMultivariate time-series model
মৌলিক উৎসBox, G. E. P., Jenkins, G. M., Reinsel, G. C. & Ljung, G. M. (2015). Time Series Analysis: Forecasting and Control (5th ed.). Wiley. ISBN: 978-1118675021Granger, C. W. J. (1969). Investigating Causal Relations by Econometric Models and Cross-spectral Methods. Econometrica, 37(3), 424-438. DOI ↗Lütkepohl, H. (2005). New Introduction to Multiple Time Series Analysis. Springer. DOI ↗
অপর নামBox-Jenkins model, ARIMA(p,d,q), ARIMA ModeliGranger causality test, Granger non-causality test, predictive causality test, Granger Nedensellik Testivector autoregression, VAR, VAR Modeli (Vektör Otoregresyon), vektör otoregresyon
সম্পর্কিত554
সারসংক্ষেপARIMA is a univariate time-series forecasting model that combines autoregressive, integrated (differencing), and moving-average components to predict a single continuous series from its own past. It is the centrepiece of the Box-Jenkins methodology set out in Box, Jenkins, Reinsel & Ljung's Time Series Analysis (5th ed., 2015).The Granger causality test, introduced by Clive W. J. Granger in 1969, assesses whether the past values of one time series help predict another beyond what the latter's own past already explains. It defines causality in a strictly predictive sense rather than as a structural or physical cause.Vector Autoregression is a multivariate time-series model that treats several interdependent series symmetrically, letting each variable depend on its own past values and the past values of all the others. It is the standard tool for capturing mutual causality and joint dynamics, developed in the modern multiple-time-series tradition treated by Lütkepohl (2005).
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ScholarGateপদ্ধতির তুলনা করুন: ARIMA · Granger Causality · VAR Model. 2026-06-18 তারিখে সংগৃহীত, উৎস: https://scholargate.app/bn/compare