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Modern calculation of textual sentiment involves a myriad of choices for the actual calibration. We introduce a general sentiment engineering framework that optimizes the design for forecasting purposes. It includes the use of the elastic net for sparse data-driven selection and weighting of...
Persistent link: https://www.econbiz.de/10012901817
We examine the impact of temporal and portfolio aggregation on the quality of Value-at-Risk (VaR) forecasts over a … based on asset class, or into a single portfolio. We compare the impact of aggregation to that of choosing a model for the … that the degree of temporal aggregation is most important. Daily returns form the best basis for VaR forecasts. Modelling …
Persistent link: https://www.econbiz.de/10011431503
of our model provide to the accuracy of point and density nowcasts, in particular the role of hierarchical aggregation … constraints. We show that these aggregation constraints, imposed in stochastic form, play a key role in delivering improved …
Persistent link: https://www.econbiz.de/10013297250
We examine the impact of temporal and portfolio aggregation on the quality of Value-at-Risk (VaR) forecasts over a … based on asset class, or into a single portfolio. We compare the impact of aggregation to that of choosing a model for the … that the degree of temporal aggregation is most important. Daily returns form the best basis for VaR forecasts. Modelling …
Persistent link: https://www.econbiz.de/10012970357
to cope with the lack of theory behind ACR drivers, we implement state-of-the-art variable selection algorithms to draw …
Persistent link: https://www.econbiz.de/10013106796
Temporal aggregation in general introduces a moving average (MA) component in the aggregated model. A similar feature …
Persistent link: https://www.econbiz.de/10011792277
Temporal aggregation in general introduces a moving average (MA) component in the aggregated model. A similar feature …
Persistent link: https://www.econbiz.de/10011937289
Beyond GDP, which is measured using expenditure data, the U.S. national income and product accounts (NIPAs) provide an income-based measure of the economy (gross domestic income, or GDI), a measure that averages GDP and GDI, and various aggregates that include combinations of GDP components....
Persistent link: https://www.econbiz.de/10012955604
Despite the fact that many aggregates are nonlinear functions and the aggregation weights of many macroeconomic …, time-invariant aggregation weights. In this study a framework for nonlinear contemporaneous aggregation with possibly …
Persistent link: https://www.econbiz.de/10013144208
This paper contributes to the productivity literature by using results from firm-level productivity studies to improve forecasts of macro-level productivity growth. The paper employs current research methods on estimating firm-level productivity to build times-series components that capture the...
Persistent link: https://www.econbiz.de/10011378362