TESTING FOR JUMPS IN A DISCRETELY OBSERVED PROCESS

被引:337
作者
Ait-Sahalia, Yacine [1 ,2 ]
Jacod, Jean [3 ]
机构
[1] Princeton Univ, Dept Econ, Princeton, NJ 08544 USA
[2] NBER, Princeton, NJ 08544 USA
[3] Univ Paris 06, CNRS, UMR 7586, Inst Math Jussieu, F-75252 Paris, France
基金
美国国家科学基金会;
关键词
Jumps; test; discrete sampling; high-frequency;
D O I
10.1214/07-AOS568
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We propose a new test to determine whether jumps are present in asset returns or other discretely sampled processes. As the sampling interval tends to 0, our test statistic converges to I if there are jumps, and to another deterministic and known value (such as 2) if there are no jumps. The test is valid 4 for all Ito semi martingales, depends neither on the law of the process nor on the coefficients of the equation which it solves, does not require a preliminary estimation of these coefficients, and when there are jumps the test is applicable whether jumps have finite or infinite-activity and for an arbitrary Blumenthal-Getoor index. We finally implement the test on simulations and asset returns data.
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页码:184 / 222
页数:39
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