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High-dimensional estimation of quadratic variation based on penalized realized variance

In this paper, we develop a penalized realized variance (PRV) estimator of the quadratic variation (QV) of a high-dimensional continuous Itô semimartingale. We adapt the principle idea of regularization from linear regression to covariance estimation in a continuous-time high-frequency setting. We s...

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Detalles Bibliográficos
Autores principales: Christensen, Kim, Nielsen, Mikkel Slot, Podolskij, Mark
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9734998/
http://dx.doi.org/10.1007/s11203-022-09282-8