Residential College | false |
Status | 已發表Published |
Heteroscedasticity test of high-frequency data with jumps and market microstructure noise | |
Qiang Liu1; Zhi Liu2,3; Chuanhai Zhang4 | |
2022-01 | |
Source Publication | APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY |
ISSN | 1524-1904 |
Volume | 38Issue:3Pages:441-457 |
Abstract | In this paper, we are interested in testing whether the volatility process is constant or not during a given time span by using high-frequency data with the presence of jumps and market microstructure noise. Based on estimators of integrated volatility and spot volatility, we propose a nonparametric procedure to depict the discrepancy between local variation and global variation. We show that our proposed test statistic converges to a standard normal distribution if the volatility is constant, and diverges to infinity otherwise. Simulation studies verify the theoretical results and show a good finite sample performance of the test procedure. We also apply our test procedure to some real high-frequency financial datasets. We observe that in almost half of the days tested, the assumption of constant volatility within a day is violated. And this is due to that the stock prices in the periods near the opening and closing are highly volatile and account for a relatively large proportion of intraday variation. |
DOI | 10.1002/asmb.2669 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Operations Research & Management Science ; Mathematics |
WOS Subject | Operations Research & Management Science ; Mathematics, Interdisciplinary Applications ; Statistics & Probability |
WOS ID | WOS:000746796100001 |
Scopus ID | 2-s2.0-85123539937 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF MATHEMATICS |
Corresponding Author | Zhi Liu |
Affiliation | 1.School of Statistics and Management, Shanghai University of Finance and Economics, Shanghai, China 2.Department of Mathematics, University of Macau, Macao 3.UMacau Zhuhai Research Institute, Zhuhai, China 4.School of Finance, Zhongnan University of Economics and Law, Wuhan, China |
Corresponding Author Affilication | University of Macau |
Recommended Citation GB/T 7714 | Qiang Liu,Zhi Liu,Chuanhai Zhang. Heteroscedasticity test of high-frequency data with jumps and market microstructure noise[J]. APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2022, 38(3), 441-457. |
APA | Qiang Liu., Zhi Liu., & Chuanhai Zhang (2022). Heteroscedasticity test of high-frequency data with jumps and market microstructure noise. APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 38(3), 441-457. |
MLA | Qiang Liu,et al."Heteroscedasticity test of high-frequency data with jumps and market microstructure noise".APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY 38.3(2022):441-457. |
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