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High-Frequency Statistics with Asynchronous and Irregular Data

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Paperback, blz. | Engels
Springer Fachmedien Wiesbaden | e druk, 2019
ISBN13: 9783658284176
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Springer Fachmedien Wiesbaden e druk, 2019 9783658284176
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Samenvatting

Ole Martin extends well-established techniques for the analysis of high-frequency data based on regular observations to the more general setting of asynchronous and irregular observations. Such methods are much needed in practice as real data usually comes in irregular form. In the theoretical part he develops laws of large numbers and central limit theorems as well as a new bootstrap procedure to assess asymptotic laws. The author then applies the theoretical results to estimate the quadratic covariation and to construct tests for the presence of common jumps. The simulation results show that in finite samples his methods despite the much more complex setting perform comparably well as methods based on regular data.

​About the Author:

Dr. Ole Martin completed his PhD at the Kiel University (CAU), Germany. His research focuses on high-frequency statistics for semimartingales with the aim to develop methods based on irregularlyobserved data.

Specificaties

ISBN13:9783658284176
Taal:Engels
Bindwijze:paperback
Uitgever:Springer Fachmedien Wiesbaden

Inhoudsopgave

<div>Laws of Large Numbers.-&nbsp;Random Observation Schemes.-&nbsp;Bootstrapping Asymptotic Laws.-&nbsp;Testing for (Common) Jumps.</div>

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        High-Frequency Statistics with Asynchronous and Irregular Data