A Fractional Integration Model and Testing Procedure with Roots Within the Unit Circle

In this paper we propose a statistical model that combines both autoregressions and fractional differentiation in a unified treatment. However, instead of imposing that the roots are strictly on the unit circle, we also allow them to be within the unit circle. This permits a higher degree of flexibi...

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Detalles Bibliográficos
Autores: Caporale, Guglielmo Maria, Gil-Alana, Luis Alberiko
Tipo de recurso: artículo
Fecha de publicación:2025
País:España
Institución:Universidad Francisco de Vitoria
Repositorio:DDFV. Repositorio Institucional de la Universidad Francisco de Vitoria
Idioma:inglés
OAI Identifier:oai:ddfv.ufv.es:10641/7165
Acceso en línea:https://hdl.handle.net/10641/7165
Access Level:acceso abierto
Palabra clave:fractional integration
testing procedure
unit roots
Computer Science (miscellaneous)
General Mathematics
Engineering (miscellaneous)
Yes
yes
Descripción
Sumario:In this paper we propose a statistical model that combines both autoregressions and fractional differentiation in a unified treatment. However, instead of imposing that the roots are strictly on the unit circle, we also allow them to be within the unit circle. This permits a higher degree of flexibility in the specification of the model, with rates of dependence combining exponential with hyperbolic decays. Monte Carlo experiments and empirical applications to climatological and financial data show that the proposed approach performs well.