Multivariate Return Decomposition: Theory and Implications

Citation
Anatolyev, Stanislav et Gospodinov, Nikolay, Multivariate Return Decomposition: Theory and Implications, Econometric reviews , 38(5), 2019, pp. 487-508
Journal title
ISSN journal
07474938
Volume
38
Issue
5
Year of publication
2019
Pages
487 - 508
Database
ACNP
SICI code
Abstract
In this paper, we propose a model based on multivariate decomposition of multiplicative . absolute values and signs . components of asset returns. In the m-variate case, the marginals for the m absolute values and the binary marginals for the m directions are linked through a 2m-dimensional copula. The approach is detailed in the case of a bivariate decomposition. We outline the construction of the likelihood function and the computation of different conditional measures. The finite-sample properties of the maximum likelihood estimator are assessed by simulation. An application to predicting bond returns illustrates the usefulness of the proposed method.