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This chapter provides an overview of and user's guide to dynamic factor models (DFMs), their estimation, and their uses …
Persistent link: https://www.econbiz.de/10014024278
We develop a small-scale dynamic factor model for the Swiss economy allowing for non-linearities by means of a two-state Markov-chain. The selection of an appropriate set of indicators utilizes a combinatorial algorithm. The model's forecasting performance is as good as that of peers with richer...
Persistent link: https://www.econbiz.de/10012892535
We have assessed the effect of data releases when constructing short-term point and density forecasts of the Spanish gross domestic product growth. For this purpose, we considered a real-forecasting exercise in which we defined several pseudo-data vintages that had a mixture of monthly and...
Persistent link: https://www.econbiz.de/10015073109
The predictive likelihood is of particular relevance in a Bayesian setting when the purpose is to rank models in a forecast comparison exercise. This paper discusses how the predictive likelihood can be estimated for any subset of the observable variables in linear Gaussian state-space models...
Persistent link: https://www.econbiz.de/10010412361
model framework uses a novel covariance matrix specification. Model estimation and real-time filtering of the latent …
Persistent link: https://www.econbiz.de/10012437743
variables. This paper analyses the empirical consequences on factor estimation, in-sample predictions and out …
Persistent link: https://www.econbiz.de/10013326908
We study the forecasting performance of three alternative large scale approaches using a dataset for Germany that … vector autoregression and model averaging techniques, where aggregation takes place before, during and after the estimation …
Persistent link: https://www.econbiz.de/10010357899
relative to industrial production and orders in Germany. Although we find evidence that forecast characteristics based on real …
Persistent link: https://www.econbiz.de/10011595370
To simultaneously consider mixed-frequency time series, their joint dynamics, and possible structural changes, we introduce a time-varying parameter mixed-frequency VAR. To keep our approach from becoming too complex, we implement time variation parsimoniously: only the intercepts and a common...
Persistent link: https://www.econbiz.de/10011903709
Up until now, the concept of compression in single- or multivariate regressions has been limited to the common-frequency case. Having an application of macroeconomic forecasting in mind, one inevitably has to deal with variables sampled at various frequencies. Consequently, this work attempts to...
Persistent link: https://www.econbiz.de/10012912645