WAVELET-BASED ESTIMATOR FOR THE HURST PARAMETERS OF FRACTIONAL BROWNIAN SHEET
文献类型:期刊论文
作者 | Wu, Liang1,2; Ding, Yiming3,4 |
刊名 | ACTA MATHEMATICA SCIENTIA |
出版日期 | 2017 |
卷号 | 37期号:1页码:205-222 |
关键词 | detection of long-range dependence self-similarity Hurst parameters wavelet analysis fractional Brownian sheet |
英文摘要 | It is proposed a class of statistical estimators (H) over cap = ((H) over cap (1), . . . ,(H-d) over cap) for the Hurst parameters H = (H-1, . . . , H-d) of fractional Brownian field via multi-dimensional wavelet analysis and least squares, which are asymptotically normal. These estimators can be used to detect self -similarity and long-range dependence in multi-dimensional signals, which is important in texture classification and improvement of diffusion tensor imaging (DTI) of nuclear magnetic resonance (NMR). Some fractional Brownian sheets will be simulated and the simulated data are used to validate these estimators. We find that when H-i >= 1/2, the estimators. are accurate, and when H-i < 1/2, there are some bias. |
WOS标题词 | Science & Technology ; Physical Sciences |
类目[WOS] | Mathematics |
研究领域[WOS] | Mathematics |
关键词[WOS] | TEXTURE ANALYSIS ; RANDOM-FIELDS ; MOTION ; COEFFICIENTS ; MODELS |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000393444200016 |
源URL | [http://ir.wipm.ac.cn/handle/112942/10031] |
专题 | 武汉物理与数学研究所_数学物理与应用研究部 |
作者单位 | 1.Chinese Acad Sci, Wuhan Inst Phys & Math, Wuhan 430071, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Wuhan Inst Technol, Dept Math, Wuhan 430070, Peoples R China 4.Chinese Acad Sci, Wuhan Inst Phys & Math, Key Lab Magnet Resonance Biol Syst, Wuhan 430071, Peoples R China |
推荐引用方式 GB/T 7714 | Wu, Liang,Ding, Yiming. WAVELET-BASED ESTIMATOR FOR THE HURST PARAMETERS OF FRACTIONAL BROWNIAN SHEET[J]. ACTA MATHEMATICA SCIENTIA,2017,37(1):205-222. |
APA | Wu, Liang,&Ding, Yiming.(2017).WAVELET-BASED ESTIMATOR FOR THE HURST PARAMETERS OF FRACTIONAL BROWNIAN SHEET.ACTA MATHEMATICA SCIENTIA,37(1),205-222. |
MLA | Wu, Liang,et al."WAVELET-BASED ESTIMATOR FOR THE HURST PARAMETERS OF FRACTIONAL BROWNIAN SHEET".ACTA MATHEMATICA SCIENTIA 37.1(2017):205-222. |
入库方式: OAI收割
来源:武汉物理与数学研究所
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