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We develop a vector autoregressive model with time variation in the mean and the variance. The unobserved time-varying mean is assumed to follow a random walk and we also link it to long-term Consensus forecasts, similar in spirit to so called democratic priors. The changes in variance are...
Persistent link: https://www.econbiz.de/10011809970
original forecasts. We provide the underlying theory, some special cases and an application in the context of model selection. …
Persistent link: https://www.econbiz.de/10010408465
introduce a lasso type shrinkage prior combined with orthogonal normalization which restricts the range of the parameters in a … plausible way. This can be combined with other shrinkage, smoothness and data based priors using training samples or dummy …
Persistent link: https://www.econbiz.de/10011688509
Persistent link: https://www.econbiz.de/10009720705
Persistent link: https://www.econbiz.de/10009720757
Using a Bayesian framework this paper provides a multivariate combination approach to prediction based on a distributional state space representation of predictive densities from alternative models. In the proposed approach the model set can be incomplete. Several multivariate time-varying...
Persistent link: https://www.econbiz.de/10011382678
randomly weighting the original predictors. Using recent results from random matrix theory, we obtain a tight bound on the mean …
Persistent link: https://www.econbiz.de/10011531132
This paper assesses the performance of a number of long-term interest rate forecast approaches, namely time series models, structural economic models, expert forecasts and combinations thereof. The predictive performance of these approaches is compared using out of sample forecast errors, where...
Persistent link: https://www.econbiz.de/10011377250
We introduce a statistical test for comparing the predictive accuracy of competing copula specifications in multivariate density forecasts, based on the Kullback-Leibler Information Criterion (KLIC). The test is valid under general conditions: in particular it allows for parameter estimation...
Persistent link: https://www.econbiz.de/10011377261
As both the natural level of output and the New Keynesian output gap cannot be observed in practice, there is quite some debate on the question how these variables look like in practice. Rather than taking the standard approach of using a time trend or the HP-filter to obtain estimates of these...
Persistent link: https://www.econbiz.de/10011378920