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Browsing Department of Economics (ECO) by Subject "C53"
Now showing items 1-16 of 16
Title:A survey of econometric methods for mixed-frequency data
Author(s):FORONI, Claudia; MARCELLINO, MassimilianoDate:2013Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:The development of models for variables sampled at different frequencies has attracted substantial interest in the recent econometric literature. In this paper we provide an overview of the most common techniques, including ...
Title:Granger-Causal Analysis of VARMA-GARCH Models
Author(s):WOŹNIAK, TomaszDate:2012Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:Recent economic developments have shown the importance of spillover and contagion effects in financial markets. Such effects are not limited to relations between the levels of financial variables but also impact on their ...
Title:Testing Causality between Two Vectors in Multivariate GARCH Models
Author(s):WOŹNIAK, TomaszDate:2012Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:Spillover and contagion effects have gained significant interest in the recent years of financial crisis. Attention has not only been directed to relations between returns of financial variables, but to spillovers in risk ...
Title:Common Drifting Volatility in Large Bayesian VARs
Author(s):CARRIERO, Andrea; CLARK, Todd E.; MARCELLINO, MassimilianoDate:2012Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:The estimation of large Vector Autoregressions with stochastic volatility using standard methods is computationally very demanding. In this paper we propose to model conditional volatilities as driven by a single common ...
Title:Choice of Sample Split in Out-of-Sample Forecast Evaluation
Author(s):HANSEN, Peter Reinhard; TIMMERMANN, AllanDate:2012Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:Out-of-sample tests of forecast performance depend on how a given data set is split into estimation and evaluation periods, yet no guidance exists on how to choose the split point. Empirical forecast evaluation results can ...
Title:A Comparison of Mixed Frequency Approaches for Modelling Euro Area Macroeconomic Variables
Author(s):FORONI, Claudia; MARCELLINO, MassimilianoDate:2012Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:Forecast models that take into account unbalanced datasets have recently attracted substantial attention. In this paper, we focus on different methods pro- posed so far in the literature to deal with mixed-frequency and ...
Title:Exchange Rates and Fundamentals: Co-movement, long-run relationships and short-run dynamics
Author(s):BEKIROS, Stelios D.Date:2011Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:The present study builds upon the seminal work of Engel and West [2005, Journal of Political Economy 113, 485-517] and in particular on the relationship between exchange rates and fundamentals. The paper discusses the ...
Title:Markov-Switching MIDAS Models
Author(s):GUÉRIN, Pierre; MARCELLINO, MassimilianoDate:2011Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:This paper introduces a new regression model - Markov-switching mixed data sampling (MS-MIDAS) - that incorporates regime changes in the parameters of the mixed data sampling (MIDAS) models and allows for the use of ...
Title:Forecasting Government Bond Yields with Large Bayesian VARs
Author(s):CARRIERO, Andrea; KAPETANIOS, George; MARCELLINO, MassimilianoDate:2010Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:We propose a new approach to forecasting the term structure of interest rates, which allows to efficiently extract the information contained in a large panel of yields. In particular, we use a large Bayesian Vector ...
Title:Empirical Simultaneous Confidence Regions for Path-Forecasts
Author(s):JORDÀ, Òscar; KNÜPPEL, Malte; MARCELLINO, MassimilianoDate:2010Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:Measuring and displaying uncertainty around path-forecasts, i.e. forecasts made in period T about the expected trajectory of a random variable in periods T+1 to T+H is a key ingredient for decision making under uncertainty. ...
Title:Forecasting Large Datasets with Bayesian Reduced Rank Multivariate Models
Author(s):CARRIERO, Andrea; KAPETANIOS, George; MARCELLINO, MassimilianoDate:2009Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:The paper addresses the issue of forecasting a large set of variables using multivariate models. In particular, we propose three alternative reduced rank forecasting models and compare their predictive performance for US ...
Title:Pooling versus Model Selection for Nowcasting with Many Predictors: An Application to German GDP
Author(s):KUZIN, Vladimir; MARCELLINO, Massimiliano; SCHUMACHER, ChristianDate:2009Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:This paper discusses pooling versus model selection for now- and forecasting in the presence of model uncertainty with large, unbalanced datasets. Empirically, unbalanced data is pervasive in economics and typically due ...
Title:MIDAS vs. Mixed-frequency VAR: Nowcasting GDP in the Euro Area
Author(s):KUZIN, Vladimir; MARCELLINO, Massimiliano; SCHUMACHER, ChristianDate:2009Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:This paper compares the mixed-data sampling (MIDAS) and mixed-frequency VAR (MF-
VAR) approaches to model speci cation in the presence of mixed-frequency data, e.g.,
monthly and quarterly series. MIDAS leads to parsimonious ...
Title:Forecasting Macroeconomic Variables Using Diffusion Indexes in Short Samples with Structural Change
Author(s):BANERJEE, Anindya; MARCELLINO, Massimiliano; MASTEN, IgorDate:2008Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:We conduct a detailed simulation study of the forecasting performance of
diffusion index-based methods in short samples with structural change. We
consider several data generation processes, to mimic different types ...
Title:Factor-MIDAS for Now- and Forecasting with Ragged-Edge Data: A Model Comparison for German GDP
Author(s):MARCELLINO, Massimiliano; SCHUMACHER, ChristianDate:2008Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:This paper compares different ways to estimate the current state of the economy using factor
models that can handle unbalanced datasets. Due to the different release lags of business cycle
indicators, data unbalancedness ...
Title:Forecasting Exchange Rates with a Large Bayesian VAR
Author(s):CARRIERO, Andrea; KAPETANIOS, George; MARCELLINO, MassimilianoDate:2008Type of Publication:Working PaperSeries/Report no.:EUI ECOAbstract:Models based on economic theory have serious problems at forecasting exchange rates better than simple univariate driftless random walk models, especially at short horizons. Multivariate time series models suffer from the ...