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The accuracy of real-time forecasts of macroeconomic variables that are subject to revisions may crucially depend on the choice of data used to compare the forecasts against. We put forward a flexible time - varying parameter regression framework to obtain early estimates of the final value of...
Persistent link: https://www.econbiz.de/10012717174
This paper revisits the accuracy of inflation forecasting using activity and expectations variables. We apply Bayesian … forecasts, especially for the post-1984 period. Our framework is especially useful when forecasting, in real-time, the …
Persistent link: https://www.econbiz.de/10014204417
In this article we introduce a new framework for counterparty risk model backtesting based on Bayesian methods. This provides a conceptually sound approach for analyzing model performance which is also straightforward to implement. We show that our methodology provides important advantages over...
Persistent link: https://www.econbiz.de/10013305804
We provide a formulation of stochastic volatility (SV) based on Gaussian process regression (GPR). Forecasting … reduces the error rate on one-year out-of-sample forecasting during the 2007-09 recession by 26% relative to a benchmark range …
Persistent link: https://www.econbiz.de/10014186681
Persistent link: https://www.econbiz.de/10009720726
This paper proposes a methodology for default probability estimation for low default portfolios, where the statistical inference may become troublesome. The author suggests using logistic regression models with the Bayesian estimation of parameters. The piecewise logistic regression model and...
Persistent link: https://www.econbiz.de/10010358364
The Reversible Jump Markov Chain Monte Carlo (RJMCMC) method can enhance Bayesian DSGE estimation by sampling from a posterior distribution spanning potentially nonnested models with parameter spaces of different dimensionality. We use the method to jointly sample from an ARMA process of unknown...
Persistent link: https://www.econbiz.de/10010503919
This paper develops a Markov-Switching vector autoregressive model that allows for imperfect synchronization of cyclical regimes in multiple variables, due to phase shifts of a single common cycle. The model has three key features: (i) the amount of phase shift can be different across regimes...
Persistent link: https://www.econbiz.de/10011382676
We relax the standard assumption in the dynamic stochastic general equilibrium (DSGE) literature that exogenous processes are governed by AR(1) processes and estimate ARMA (p,q) orders and parameters of exogenous processes. Methodologically, we contribute to the Bayesian DSGE literature by using...
Persistent link: https://www.econbiz.de/10011901706
general, lead to more accurate forecasting and decision analysis in other problems in economics, finance and marketing. …
Persistent link: https://www.econbiz.de/10011688509