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Time Series Forecasting with Many Predictors. (2024). Huang, Shuo-Chieh ; Tsay, Ruey S.
In: Mathematics.
RePEc:gam:jmathe:v:12:y:2024:i:15:p:2336-:d:1443454.

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  1. Barron, A.R.; Cohen, A.; Dahmen, W.; DeVore, R.A. Approximation and learning by greedy algorithms. Ann. Stat. 2008, 36, 64–94. [CrossRef]
    Paper not yet in RePEc: Add citation now
  2. Bernanke, B.S.; Boivin, J. Monetary policy in a data-rich environment. J. Monet. Econ. 2003, 50, 525–546. [CrossRef]

  3. Bernanke, B.S.; Boivin, J.; Eliasz, P. Measuring the Effects of Monetary Policy: A Factor-Augmented Vector Autoregressive (FAVAR) Approach. Q. J. Econ. 2005, 120, 387–422.

  4. Boivin, J.; Ng, S. Are more data always better for factor analysis? J. Econom. 2006, 132, 169–194. [CrossRef]

  5. Breiman, L. Random forests. Mach. Learn. 2001, 45, 5–32. [CrossRef]
    Paper not yet in RePEc: Add citation now
  6. Caro, A.; Elias, A.; Peña, D.; Tsay, R.S. SLBDD: Statistical Learning for Big Dependent Data. R Package Version 0.0.4. 2022. Available online: https://cran.r-project.org/web/packages/SLBDD/index.html (accessed on 1 June 2024). Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.
    Paper not yet in RePEc: Add citation now
  7. Chan, N.H.; Ing, C.-K.; Li, Y.; Yau, C.Y. Threshold estimation via group orthogonal greedy algorithm. J. Bus. Econ. Stat. 2017, 35, 334–345. [CrossRef]
    Paper not yet in RePEc: Add citation now
  8. Chi, C.-M.; Vossler, P.; Fan, Y.; Lv, J. Asymptotic properties of high-dimensional random forests. Ann. Stat. 2022, 50, 3415–3438. [CrossRef]
    Paper not yet in RePEc: Add citation now
  9. Diebold, F.X.; Mariano, R.S. Comparing predictive accuracy. J. Bus. Econ. Stat. 1995, 13, 253–263. [CrossRef]

  10. Gao, Z.; Tsay, R.S. Supervised dynamic pca: Linear dynamic forecasting with many predictors. J. Am. Stat. Assoc. 2024, accepted. [CrossRef]
    Paper not yet in RePEc: Add citation now
  11. Harvey, D.; Leybourne, S.; Newbold, P. Testing the equality of prediction mean squared errors. Int. J. Forecast. 1997, 13, 281–291. [CrossRef]

  12. Huang, D.; Jiang, F.; Li, K.; Tong, G.; Zhou, G. Scaled pca: A new approach to dimension reduction. Manag. Sci. 2022, 68, 1678–1695. [CrossRef]

  13. Ing, C.-K. Model selection for high-dimensional linear regression with dependent observations. Ann. Stat. 2020, 48, 1959–1980. [CrossRef]
    Paper not yet in RePEc: Add citation now
  14. Ing, C.-K.; Lai, T.L. A stepwise regression method and consistent model selection for high-dimensional sparse linear models. Stat. Sin. 2011, 21, 1473–1513. [CrossRef]
    Paper not yet in RePEc: Add citation now
  15. James, G.; Witten, D.; Hastie, T.; Tibshirani, R. An Introduction to Statistical Learning with Appications in R, 2nd ed.; Springer: New York, NY, USA, 2021.
    Paper not yet in RePEc: Add citation now
  16. Jurado, K.; Ludvigson, S.C.; Ng, S. Measuring uncertainty. Am. Econ. Rev. 2015, 105, 1177–1216. [CrossRef]

  17. Kim, H.H.; Swanson, N.R. Forecasting financial and macroeconomic variables using data reduction methods: New empirical evidence. J. Econom. 2014, 178, 352–367. [CrossRef]

  18. Lam, C.; Yao, Q.; Bathia, N. Estimation of latent factors for high-dimensional time series. Biometrika 2011, 98, 901–918. [CrossRef]
    Paper not yet in RePEc: Add citation now
  19. Liaw, A.; Wiener, M. Classification and regression by randomforest. R News 2002, 2, 18–22.
    Paper not yet in RePEc: Add citation now
  20. McCracken, M.W.; Ng, S. Fred-md: A monthly database for macroeconomic research. J. Bus. Econ. Stat. 2016, 34, 574–589. [CrossRef]

  21. Medeiros, M.C.; Mendes, E.F. ℓ1-regularization of high-dimensional time-series models with non-gaussian and heteroskedastic errors. J. Econom. 2016, 191, 255–271. [CrossRef]
    Paper not yet in RePEc: Add citation now
  22. Saha, A.; Basu, S.; Datta, A. Random forests for spatially dependent data. J. Am. Stat. Assoc. 2023, 118, 665–683. [CrossRef]

  23. Stock, J.H.; Watson, M.W. Forecasting using principal components from a large number of predictors. J. Am. Stat. Assoc. 2002, 97, 1167–1179. [CrossRef]

  24. Stock, J.H.; Watson, M.W. Macroeconomic forecasting using diffusion indexes. J. Bus. Econ. Stat. 2002, 20, 147–162. [CrossRef]

  25. Temlyakov, V. Greedy Approximation; Cambridge Monographs on Applied and Computational Mathematics; Cambridge University Press: Cambridge, UK, 2011. Mathematics 2024, 12, 2336 20 of 20
    Paper not yet in RePEc: Add citation now
  26. Tibshirani, R. Regression shrinkage and selection via the lasso. J. R. Stat. Society. Ser. B (Methodol.) 1996, 58, 267–288. [CrossRef]
    Paper not yet in RePEc: Add citation now
  27. Tsay, R.S. Multivariate Time Series Analysis: With R and Financial Applications; John Wiley & Sons: Hoboken, NJ, USA, 2013.
    Paper not yet in RePEc: Add citation now

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