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Good policy requires reliable scientific knowledge, but there are many obstacles. Most econometric estimates lack adequate statistical power; some estimates cannot be replicated; publication selection bias (the selective reporting of results) is common; and there is wide variation in the evidence...
Persistent link: https://www.econbiz.de/10011573709
Forecast combinations, also known as ensemble models, routinely require practitioners to select a model from a massive … calculation for the effective degrees of freedom of a forecast combination under a set of general conditions for linear models. It … models to evaluate out of sample. Furthermore, computing effective degrees of freedom shows that the complexity cost of a …
Persistent link: https://www.econbiz.de/10014541795
This paper describes a machine learning technique to timely identify cases of individual bank financial distress. Our work represents the first attempt in the literature to develop an early warning system specifically for small European banks. We employ a machine learning technique, and build a...
Persistent link: https://www.econbiz.de/10012389551
Infra-monthly time series have increasingly appeared on the radar of official statistics in recent years, mostly as a consequence of a general digital transformation process and the outbreak of the COVID-19 pandemic in 2020. Many of those series are seasonal and thus in need for seasonal...
Persistent link: https://www.econbiz.de/10013342596
economic models. For an abstract economic system, this paper shows that the foundation of applying the filtering method … class of models, which can be represented and estimated without information loss. The proposed framework elucidates the …
Persistent link: https://www.econbiz.de/10012696242
evolution has been largely fostered by official statistics' digital transformation during the last decade. The COVID-19 pandemic …
Persistent link: https://www.econbiz.de/10014339488
correlations offer a convenient statistically based measure of the strength of an economic relationship. A key question arises in … correlations from a diverse group of economics fields. The median absolute partial correlation from these fields is 0.173, which … under Cohens (1988) conventional guidelines for zero order correlations is a small to moderate effect. The paper develops …
Persistent link: https://www.econbiz.de/10009412063
series include every M-state Markov switching multivariate moving average models and autoregressive models in which the … models. Data simulations and an application on foreign exchange rates complete the paper …
Persistent link: https://www.econbiz.de/10013085183
The fast-growing literature on the news and social media analysis provide empirical evidence that the financial markets are often driven by information rather than facts. However, the direct effects of sentiments on the returns are of main interest. In this paper, we propose to study the...
Persistent link: https://www.econbiz.de/10012957948
In response to Molnár and Thies (2018) demonstrating that the price data of Bitcoin contained structural breaks, we identify the optimal number of states for a Markov regime-switching (MRS) model to capture the regime heteroskedasticity of Bitcoin. We determined that the restricted 5-state MRS...
Persistent link: https://www.econbiz.de/10012907471