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arxiv: 1712.07159 · v1 · pith:FNFLYIZ7new · submitted 2017-12-19 · 🧮 math.ST · stat.TH

The null hypothesis of common jumps in case of irregular and asynchronous observations

classification 🧮 math.ST stat.TH
keywords jumpsobservationsstatisticsabsencecasecommoncorrectedirregular
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This paper proposes novel tests for the absence of jumps in a univariate semimartingale and for the absence of common jumps in a bivariate semimartingale. Our methods rely on ratio statistics of power variations based on irregular observations, sampled at different frequencies. We develop central limit theorems for the statistics under the respective null hypotheses and apply bootstrap procedures to assess the limiting distributions. Further we define corrected statistics to improve the finite sample performance. Simulations show that the test based on our corrected statistic yields good results and even outperforms existing tests in the case of regular observations.

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