Memory properties of financial assets are investigated. Using Detrended Fluctuation Analysis we show that the long memory detection in volatility is affected by the presence of jumps, realized volatility being a biased volatility proxy. We propose threshold bipower variation as an alternative volatility estimator unaffected by discontinuous variations. We also show that, with typical sample sizes, DFA is unable to disentangle long memory from short range dependence with characteristic time comparable to the whole sample length. (C) 2008 Elsevier B.V. All rights reserved.

Pirino, D. (2009). Jump detection and long range dependence. PHYSICA. A, 388(7), 1150-1156 [10.1016/j.physa.2008.12.035].

Jump detection and long range dependence

Pirino D.
2009-01-01

Abstract

Memory properties of financial assets are investigated. Using Detrended Fluctuation Analysis we show that the long memory detection in volatility is affected by the presence of jumps, realized volatility being a biased volatility proxy. We propose threshold bipower variation as an alternative volatility estimator unaffected by discontinuous variations. We also show that, with typical sample sizes, DFA is unable to disentangle long memory from short range dependence with characteristic time comparable to the whole sample length. (C) 2008 Elsevier B.V. All rights reserved.
2009
Pubblicato
Rilevanza internazionale
Articolo
Esperti anonimi
Settore SECS-S/06 - METODI MATEMATICI DELL'ECONOMIA E DELLE SCIENZE ATTUARIALI E FINANZIARIE
English
Jump detection; Threshold bipower variation; Realized volatility; Detrended fluctuation analysis; Long memory process; Long memory detection
Pirino, D. (2009). Jump detection and long range dependence. PHYSICA. A, 388(7), 1150-1156 [10.1016/j.physa.2008.12.035].
Pirino, D
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/214767
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