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फैक्टर-ऑगमेंटेड वेक्टर ऑटोरिग्रेशन (FAVAR)×मार्कोव रेजीम-स्विचिंग मॉडल (MS-AR / MS-VAR)×थ्रेशोल्ड और स्मूथ-ट्रांज़िशन VAR (TVAR / STVAR)×
क्षेत्रअर्थमितिअर्थमितिअर्थमिति
परिवारRegression modelRegression modelRegression model
उद्भव वर्ष200519891998
प्रवर्तकBernanke, Boivin & Eliasz (2005); building on Stock & Watson diffusion indexesHamilton (1989); Kim & Nelson (1999)Tsay (multivariate threshold modelling)
प्रकारMultivariate time-series modelRegime-switching time series modelNonlinear multivariate time-series model
मौलिक स्रोतBernanke, B. S., Boivin, J. & Eliasz, P. (2005). Measuring the Effects of Monetary Policy: A Factor-Augmented Vector Autoregressive (FAVAR) Approach. The Quarterly Journal of Economics, 120(1), 387-422. DOI ↗Hamilton, J. D. (1989). A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle. Econometrica, 57(2), 357-384. DOI ↗Tsay, R. S. (1998). Testing and Modeling Multivariate Threshold Models. Journal of the American Statistical Association, 93(443), 1188-1202. DOI ↗
उपनामfactor-augmented VAR, FAVAR model, Faktör Artırımlı VAR (FAVAR)regime-switching model, Markov-switching autoregression, MS-AR, MS-VARTVAR, STVAR, regime-switching VAR, threshold VAR
संबंधित455
सारांशFAVAR is a multivariate time-series model that first compresses information from a very large set of variables into a few common factors, then includes those factors alongside the observed variables in a vector autoregression. It was introduced by Bernanke, Boivin and Eliasz in 2005 to study monetary policy using hundreds of macroeconomic indicators at once.The Markov regime-switching model lets the parameters of a time series change probabilistically across hidden regimes governed by a Markov chain. Introduced by Hamilton (1989) and developed further by Kim and Nelson (1999), it automatically detects business-cycle phases such as expansions and contractions.Threshold VAR and Smooth-Transition VAR are nonlinear multivariate time-series models in which the coefficients of a vector autoregression switch between regimes according to a threshold variable. Building on Tsay's 1998 treatment of multivariate threshold models, they capture different dynamic structures across phases such as the business cycle, financial crises, or policy differences.
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