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Multiple Time Series Modeling and Extended Sample Cross-Correlations
Authors:George C. Tiao  Ruey S. Tsay
Affiliation:1. Graduate School of Business, University of Chicago , Chicago , IL , 60637;2. Department of Statistics , Carnegie-Mellon University , Pittsburgh , PA , 15213
Abstract:This article provides an expository account of the multivariate autoregressive moving average models and proposes an extended sample cross-correlation approach for practical model identification. An iterative model building procedure for applying these models to real data is discussed and demonstrated by analyzing the 5-series U.S. Hog Data.
Keywords:Autoregressive moving average model  Cross-correlation  Extended sample cross-correlation matrix  Multivariate time series  Partial autoregression
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