Sparse Identification and Estimation of Large-Scale Vector AutoRegressive Moving Averages

Author:

Wilms Ines1,Basu Sumanta2,Bien Jacob3,Matteson David S.2

Affiliation:

1. Department of Quantitative Economics, Maastricht University, Maastricht, The Netherlands

2. Department of Statistics and Data Science, Cornell University, Ithaca, NY

3. Data Sciences and Operations, University of Southern California, Los Angeles, CA

Funder

National Institutes of Health

National Science Foundation

European Union

NSF

NIH

NSF CAREER

Xerox PARC

Cornell University Atkinson Center for a Sustainable Future

USAID

Cornell University Institute of Biotechnology & NYSTAR

Publisher

Informa UK Limited

Subject

Statistics, Probability and Uncertainty,Statistics and Probability

Reference54 articles.

1. Agarwal, A., Negahban, S., and Wainwright, M. J. (2010), “Fast Global Convergence Rates of Gradient Methods for High-Dimensional Statistical Recovery,” in Advances in Neural Information Processing Systems, eds. J. Lafferty, C. Williams, J. Shawe-Taylor, R. Zemel and A. Culotta, Curran Associates, Inc. pp. 3745. https://proceedings.neurips.cc/paper/2010/file/7cce53cf90577442771720a370c3c723-Paper.pdf

2. A new look at the statistical model identification

3. Canonical Correlation Analysis of Time Series and the Use of an Information Criterion

4. VARMA versus VAR for Macroeconomic Forecasting

5. Two Canonical VARMA Forms: Scalar Component Models Vis-à-Vis the Echelon Form

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