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Im Zentrum dieser Dissertation steht das Beschreiben und Erklären von Konjunkturdynamiken. Motiviert durch den außerordentlich starken wirtschaftlichen Einbruch in 2008/2009 betont die Arbeit dabei die Wichtigkeit der Nutzung von nichtlinearen Modellansätzen. Die Dissertation kann als Beitrag...
Persistent link: https://www.econbiz.de/10012154125
We introduce a new class of stochastic volatility models with autoregressive moving average (ARMA) innovations. The conditional mean process has a flexible form that can accommodate both a state space representation and a conventional dynamic regression. The ARMA component introduces serial...
Persistent link: https://www.econbiz.de/10012913784
We introduce a new class of stochastic volatility models with autoregressive moving average (ARMA) innovations. The conditional mean process has a flexible form that can accommodate both a state space representation and a conventional dynamic regression. The ARMA component introduces serial...
Persistent link: https://www.econbiz.de/10012915821
with a second DNN. After formalizing the estimation problem within the framework of Bayesian decision theory, the article …
Persistent link: https://www.econbiz.de/10014354222
We demonstrate that the parameters controlling skewness and kurtosis in popular equity return models estimated at daily frequency can be obtained almost as precisely as if volatility is observable by simply incorporating the strong information content of realized volatility measures extracted...
Persistent link: https://www.econbiz.de/10013128339
We provide a formulation of stochastic volatility (SV) based on Gaussian process regression (GPR). Forecasting volatility out-of-sample, both simulation and empirical analyses show that our GPR-based stochastic volatility (GPSV) model clearly outperforms SV and GARCH benchmarks, especially at...
Persistent link: https://www.econbiz.de/10014186681
standard Gibbs sampling methods. When applied to monthly time series on growth in industrial production and inflation, we find …
Persistent link: https://www.econbiz.de/10013033107
The aim of this paper is to investigate the evidence and implications of time-variation and asymmetry in the …
Persistent link: https://www.econbiz.de/10013089921
Using Dutch time-diary data from 1975-2005 covering over 10,000 respondents for 7 consecutive days each, we show that … individuals' sleep time exhibits both variability and volatility characterized by stationary autoregressive conditional … independent of other demographics. A theory of economic incentives to minimize the dispersion of sleep predicts that higher …
Persistent link: https://www.econbiz.de/10012805079
density forecasting. Accordingly, this paper examines, with real-time data, density forecasts of U.S. GDP growth, unemployment … improves the real-time accuracy of point and density forecasts …
Persistent link: https://www.econbiz.de/10013095864