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Machine Learning models are often considered to be "black boxes" that provide only little room for the incorporation of theory (cf. e.g. Mukherjee, 2017; Veltri, 2017). This article proposes so-called Dynamic Factor Trees (DFT) and Dynamic Factor Forests (DFF) for macroeconomic forecasting, which...
Persistent link: https://www.econbiz.de/10012172506
indicators for forecasting quarterly Chinese GDP growth. We iterate the evaluation over forecast horizons from 370 days to 1 day … at the respective day of forecast. This procedure allows us to detect how useful a specific indicator is at a specific … forecast horizon relative to other indicators. Despite being published with an (additional) lag of one month the OECD leading …
Persistent link: https://www.econbiz.de/10010376402
We apply the novel approach of Siliverstovs (2015) to modelling data sampled at different frequencies in order to scrutinise the composition of one of the most influential economic indicators in Switzerland. The Purchasing Managers' Index consists of eight sub-indices out of which only five...
Persistent link: https://www.econbiz.de/10010498418
The paper addresses the question on what is the typical time horizon over which a full transmission of movements in the real exchange rate into real economy takes place. To this end, we base our analysis on the mixed-frequency small-scale dynamic factor model of Siliverstovs (2012) fitted to the...
Persistent link: https://www.econbiz.de/10010482019
Machine Learning models are often considered to be "black boxes" that provide only little room for the incorporation of theory (cf. e.g. Mukherjee, 2017; Veltri, 2017). This article proposes so-called Dynamic Factor Trees (DFT) and Dynamic Factor Forests (DFF) for macroeconomic forecasting, which...
Persistent link: https://www.econbiz.de/10013187309
estimation uncertainty affecting the country-specific estimates tends to be more pronounced for low and lower middle income …
Persistent link: https://www.econbiz.de/10011619456
In their introduction to the special issue of the Review of Economic Dynamics on "Great Depressions of the 20th Century" (Vol. 5, 2002), Timothy J. Kehoe and Edward C. Prescott argue that in the last few years "great depressions" have hit two rich countries: New Zealand and Switzerland. We...
Persistent link: https://www.econbiz.de/10001767731
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