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Factor Forests (DFF) for macroeconomic forecasting, which synthesize the recent machine learning, dynamic factor model and … proposed in Zeileis, Hothorn and Hornik (2008). DFTs and DFFs are non-linear and state-dependent forecasting models, which … powerful tree-based machine learning ensembles conditional on the state of the business cycle. The out-of-sample forecasting …
Persistent link: https://www.econbiz.de/10012172506
an out-of-sample forecasting exercise, the paper shows that the proposed approach performs well as compared to other well …
Persistent link: https://www.econbiz.de/10011806537
walk model suggests that the forecasting performance of the monetary model is superior. …
Persistent link: https://www.econbiz.de/10009770376
This paper presents a novel dynamic factor model for non-stationary data. We begin by constructing a simple dynamic stochastic general equilibrium growth model and show that we can represent and estimate the model using a simple linear-Gaussian (Kalman) filter. Crucially, consistent estimation...
Persistent link: https://www.econbiz.de/10011669132
This paper presents a framework for quantifying uncertainty around point forecasts for GDP, inflation and house prices in Norway. The framework combines quantile regressions using a broad set of uncertainty indicators with a skewed t-distribution, allowing for time-variation and asymmetry in the...
Persistent link: https://www.econbiz.de/10014313751
even more pronounced at longer forecasting horizons (the forecast accuracy gain as measured by the root mean squared … spatial dependence structure into regional forecasting models, especially, when long-term forecasts are made. …
Persistent link: https://www.econbiz.de/10012039490
We propose a novel time-varying parameters mixed-frequency dynamic factor model which is integrated into a dynamic model averaging framework for macroeconomic nowcasting. Our suggested model can efficiently deal with the nature of the real-time data flow as well as parameter uncertainty and...
Persistent link: https://www.econbiz.de/10012119825
We evaluate the forecasting performance of six different models for short-term forecasting of Macedonian GDP: 1) ARIMA …
Persistent link: https://www.econbiz.de/10011623268
-time and final data releases differ, we also observe minimal impacts on the relative forecasting performance of indicator …
Persistent link: https://www.econbiz.de/10011595370
A two-component model for the evolution of real GDP per capita in the USA is presented and tested. The first component of the GDP growth rate represents an economic trend and is inversely proportional to the attained level of real GDP per capita itself, with the nominator being constant through...
Persistent link: https://www.econbiz.de/10014052234