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We explore whether forecasting an aggregate variable using information on its disaggregate components can improve the prediction mean squared error over first forecasting the disaggregates and then aggregating those forecasts, or, alternatively, over using only lagged aggregate information in...
Persistent link: https://www.econbiz.de/10005123796
This paper analyzes the performance of central banks in 27 inflation targeting countries by examining their success in achieving their explicit inflation targets. For this purpose, we decompose the inflation gap, the difference between actual inflation and inflation target, into predictable and...
Persistent link: https://www.econbiz.de/10011113487
This paper explores the usefulness of bagging methods in forecasting economic time series from linear multiple regression models. We focus on the widely studied question of whether the inclusion of indicators of real economic activity lowers the prediction mean-squared error of forecast models...
Persistent link: https://www.econbiz.de/10005661494
In this paper, we evaluate the role of using consumer price index (CPI) disaggregated data to improve the accuracy of inflation forecasts. Our forecasting approach is based on extracting the factors from the subcomponents of the CPI at the highest degree of disaggregation. The data set contains...
Persistent link: https://www.econbiz.de/10010573296
We show that the adaptive Lasso (aLasso) and the adaptive group Lasso (agLasso) are oracle efficient in stationary vector autoregressions where the number of parameters per equation is smaller than the number of observations. In particular, this means that the parameters are estimated...
Persistent link: https://www.econbiz.de/10010851261
In this paper we apply factor models proposed by Stock and Watson [18] and VAR and ARIMA models to generate 12-month … accuracy can be further improved by combining the information contained in factor and VAR models for some indices. With respect …
Persistent link: https://www.econbiz.de/10005802644
no predictability. In this paper, we expand the scope of inflation predictability and explore whether macroeconomic …, housing starts, and the term spread provide significant out-of-sample predictability for the distribution of core inflation … research shows that macroeconomic indicators do not add much to the predictability of the future mean inflation. This paper …
Persistent link: https://www.econbiz.de/10005836192
of the different models, respectively. We find that overall the large Bayesian VAR and the Bayesian factor augmented VAR …
Persistent link: https://www.econbiz.de/10010887025
The purpose of this article is to introduce an original macro code written in SAS 4GL. This macro is used to automate the process of forecasting with dynamic factor analysis. Automation of the process helps to save significant amounts of time and effort for the researcher. It also enables to...
Persistent link: https://www.econbiz.de/10010700705
model, VAR model and the model with leading indicator from the business survey. We have used 92 monthly time series from the …
Persistent link: https://www.econbiz.de/10005113479