An efficient integrated nonparametric entropy estimator of serial dependence | |
Hong, Yongmiao1,2,3; Wang, Xia4; Zhang, Wenjie5; Wang, Shouyang6,7 | |
刊名 | ECONOMETRIC REVIEWS |
2017 | |
卷号 | 36期号:6-9页码:728-780 |
关键词 | Entropy naive bootstrap nonlinear time series numerical Integration sample averaging serial dependence smoothed bootstrap |
ISSN号 | 0747-4938 |
DOI | 10.1080/07474938.2017.1307564 |
英文摘要 | We propose an efficient numerical integration-based nonparametric entropy estimator for serial dependence and show that the new entropy estimator has a smaller asymptotic variance than Hong and White's (2005) sample average-based estimator. This delivers an asymptotically more efficient test for serial dependence. In particular, the uniform kernel gives the smallest asymptotic variance for the numerical integration-based entropy estimator over a class of positive kernel functions. Moreover, the naive bootstrap can be used to obtain accurate inferences for our test, whereas it is not applicable to Hong and White's (2005) sample averaging approach. A simulation study confirms the merits of our approach. |
资助项目 | National Science Foundation of China[71401160] ; National Science Foundation of China[71371160] ; Ministry of Education of Humanities and Social Sciences Project of China[14YJC790120] ; Fujian Provincial Key Laboratory of Statistics (Xiamen University)[2016003] |
WOS研究方向 | Business & Economics ; Mathematics ; Mathematical Methods In Social Sciences |
语种 | 英语 |
出版者 | TAYLOR & FRANCIS INC |
WOS记录号 | WOS:000406534900011 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/26248] |
专题 | 系统科学研究所 |
通讯作者 | Wang, Xia |
作者单位 | 1.Cornell Univ, Dept Econ, Ithaca, NY 14853 USA 2.Cornell Univ, Dept Stat Sci, Ithaca, NY USA 3.Xiamen Univ, Wang Yanan Inst Studies Econ WISE, Xiamen, Fujian, Peoples R China 4.Sun Yat Sen Univ, Lingnan Coll, Guangzhou 510275, Guangdong, Peoples R China 5.Cornell Univ, Ctr Appl Math, Ithaca, NY 14853 USA 6.Univ Chinese Acad Sci, Sch Econ & Management, Beijing, Peoples R China 7.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Hong, Yongmiao,Wang, Xia,Zhang, Wenjie,et al. An efficient integrated nonparametric entropy estimator of serial dependence[J]. ECONOMETRIC REVIEWS,2017,36(6-9):728-780. |
APA | Hong, Yongmiao,Wang, Xia,Zhang, Wenjie,&Wang, Shouyang.(2017).An efficient integrated nonparametric entropy estimator of serial dependence.ECONOMETRIC REVIEWS,36(6-9),728-780. |
MLA | Hong, Yongmiao,et al."An efficient integrated nonparametric entropy estimator of serial dependence".ECONOMETRIC REVIEWS 36.6-9(2017):728-780. |
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