The US economy grew reasonably fast during the last quarter of 2010, and the general expectation is that satisfactory growth will continue in 2011-12. The expansion may, indeed, continue into 2013. But with large deficits in both the government and foreign sectors, satisfactory growth in the...

The use of large datasets for macroeconomic forecasting has received a great deal of interest recently. Boosting is one possible method of using high-dimensional data for this purpose. It is a stage-wise additive modelling procedure, which, in a linear specification, becomes a variable selection...

The ability of term spread to forecast U.S. output growth could be improved by two ways: (i) Combining with the Harrod-Domar variable - net saving as a percentage of gross national income - that used to proxy for aggregate supply; and (ii) Using a system of simultaneous equations, in which U.S....

In this paper, we empirically assess the predictive accuracy of a large group of models based on the use of principle components and other shrinkage methods, including Bayesian model averaging and various bagging, boosting, LASSO and related methods Our results suggest that model averaging does...