Showing 1 - 10 of 36,198
Independent component analysis (ICA) is a modern factor analysis tool developed in the last two decades. Given p-dimensional data, we search for that linear combination of data which creates (almost) independent components. Here copulae are used to model the p-dimensional data and then...
Persistent link: https://www.econbiz.de/10003635977
Normal distribution of the residuals is the traditional assumption in the classicalmultivariate time series models. Nevertheless it is not very often consistent with the real data.Copulae allows for an extension of the classical time series models to nonelliptically distributedresiduals. In this...
Persistent link: https://www.econbiz.de/10005865416
Copula-GARCH models have been recently proposed in the financial literature as a statistical tool to build flexible multivariate distributions. Our extensive simulation studies investigate the small sample properties of these models and examine how misspecification in the marginals may affect...
Persistent link: https://www.econbiz.de/10010259914
This article examines the ability of time-varying Gaussian and Student t copulas to accurately predict the probability … of the Eurostoxx50 and Dow Jones Industrial stock indices, Gaussian and Student t copulas are calibrated daily on a … distributions. Thus, the focus remains on the examination of the appropriateness of the two types of copulas. One of our findings is …
Persistent link: https://www.econbiz.de/10005867334
), CreditMetrics, KMV) still rely on Gaussian copulas. This paper complements the finance literature providing new insights into the … impact of different copulas in stress test applications using supervisory data of 17 large German banks. Our findings imply … high stress effects under extreme scenarios. Heavy-tailed copulas like the Clayton or the t copula are recommended in the …
Persistent link: https://www.econbiz.de/10011419593
modelling is required. We propose here the use of Copulas to build flexible multivariate distributions, since they allow for a …
Persistent link: https://www.econbiz.de/10010343909
and techniques such as copulas. …
Persistent link: https://www.econbiz.de/10012514881
In presence of panel data, technical efficiency is used to compare the performances of Decision-Making Units (DMUs). The novelty of this paper is the consideration of the dependence between the two error terms in the case of panel data and the introduction of time effect models in the Stochastic...
Persistent link: https://www.econbiz.de/10012816131
We suggest a new method dealing with the problem of endogeneity of the threshold variable in single regression threshold models and seemingly unrelated systems of them based on copula theory. This theory enables us to relax the assumption that the threshold variable is normally distributed and...
Persistent link: https://www.econbiz.de/10011802217
parsimonious set of copulas. We find evidence of downside risk in several risk factors.Interestingly for research on systemic risk …
Persistent link: https://www.econbiz.de/10009305182