Residential College | false |
Status | 已發表Published |
Estimation of spot volatility with superposed noisy data | |
Liu, Qiang1; Liu, Yiqi1; Liu, Zhi1,2; Wang, Li1 | |
2018-04 | |
Source Publication | NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE |
ABS Journal Level | 2 |
ISSN | 1062-9408 |
Volume | 44Pages:62-79 |
Abstract | By using high frequency financial data, we nonparametrically estimate the spot volatility at any given time point, while the simultaneous presence of multiple transactions and market microstructure noise in the observation procedure are considered. Our estimator is based on the summation of the locally ranged increments, while kernel smoothing give us spot volatility. Besides, the microstructure noise can be estimated and removed, if it is modeled as bid-ask spread, which is a frequently used assumption. The consistency and asymptotic normality of the estimator are established. We do some simulation studies to assess the finite sample performance of our estimator. The estimator is also applied to some real data sets, further, the relationship between multiple records and spot volatility is also explored. |
Keyword | High Frequency Financial Data Spot Volatility Range-based Estimation Kernel Estimate Multiple Records Microstructure Noise Central Limit Theorem |
DOI | 10.1016/j.najef.2017.11.004 |
URL | View the original |
Indexed By | SSCI |
Language | 英語English |
WOS Research Area | Business & Economics |
WOS Subject | Business, Finance ; Economics |
WOS ID | WOS:000429499400005 |
Publisher | ELSEVIER SCIENCE INC |
The Source to Article | WOS |
Scopus ID | 2-s2.0-85037048156 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF MATHEMATICS Faculty of Health Sciences |
Affiliation | 1.Univ Macau, Dept Math, Taipa, Macau Sar, Peoples R China 2.UMacau Zhuhai Res Inst, Zhuhai, Peoples R China |
First Author Affilication | University of Macau |
Recommended Citation GB/T 7714 | Liu, Qiang,Liu, Yiqi,Liu, Zhi,et al. Estimation of spot volatility with superposed noisy data[J]. NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE, 2018, 44, 62-79. |
APA | Liu, Qiang., Liu, Yiqi., Liu, Zhi., & Wang, Li (2018). Estimation of spot volatility with superposed noisy data. NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE, 44, 62-79. |
MLA | Liu, Qiang,et al."Estimation of spot volatility with superposed noisy data".NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE 44(2018):62-79. |
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