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Jump detection and long range dependence
Authors:Davide Pirino
Institution:Dipartimento di Fisica, Università di Pisa, Largo Bruno Pontecorvo 3, 56127Pisa, Italy
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.
Keywords:Jump detection  Threshold bipower variation  Realized volatility  Detrended fluctuation analysis  Long memory process  Long memory detection
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