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Publikation

Multivariate Fractional Components Analysis

Beschreibung

"We propose a setup for fractionally cointegrated time series which is formulated in terms of latent integrated and short-memory components. It accommodates nonstationary processes with different fractional orders and cointegration of different strengths and is applicable in high-dimensional settings. In an application to realized covariance matrices, we find that orthogonal short- and long-memory components provide a reasonable fit and competitive out-of-sample performance compared with several competing methods." (Author's abstract, IAB-Doku) ((en))

Zitationshinweis

Hartl, Tobias & Roland Jucknewitz (2023): Multivariate Fractional Components Analysis. In: Journal of Financial Econometrics, Jg. 21, H. 3, S. 880-914. DOI:10.1093/jjfinec/nbab022