IMPROVED EMPIRICAL COVARIANCE ESTIMATION

被引:0
|
作者
Cerven, William Todd [1 ]
机构
[1] Aerosp Corp, Syst Engn Div, 15049 Conf Ctr Dr, Chantilly, VA 20151 USA
来源
关键词
D O I
暂无
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Covariance estimation through a measurement space method can be made more robust by incorporating weights into the least squares solution process. When the measurements are of full rank, it can be shown that the calculation replicates that of a normalized sample covariance calculation. Furthermore, distribution sampling theory can then be used to estimate errors in these covariance estimates. Lastly, this estimator is applied successfully to realistic scenarios where the error distribution is non-Gaussian in Cartesian space.
引用
收藏
页码:879 / 895
页数:17
相关论文
共 50 条
  • [41] An improved class of robust ratio estimators by using the minimum covariance determinant estimation
    Bulut, Hasan
    Zaman, Tolga
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2022, 51 (05) : 2457 - 2463
  • [42] Improved estimation for elliptically symmetric distributions with unknown block diagonal covariance matrix
    Fourdrinier, Dominique
    Strawderman, William E.
    Wells, Martin T.
    STATISTICS & RISK MODELING, 2008, 26 (03) : 203 - 217
  • [43] Improved estimation of covariance matrices in balanced hierarchical multivariate variance components models
    Das, K
    STATISTICS, 1996, 28 (01) : 73 - 82
  • [44] DOA estimation algorithm for high maneuvering scenarios Based on improved covariance matrix
    Liu, Zhengtang
    Cheng, Yanjie
    Ma, Hui
    Yang, Wen
    Gao, Huimin
    Zhou, Dongdong
    PROCEEDINGS OF THE 2016 5TH INTERNATIONAL CONFERENCE ON ADVANCED MATERIALS AND COMPUTER SCIENCE, 2016, 80 : 632 - 637
  • [45] Improved Shrinkage-to-Tapering Estimation for High-Dimensional Covariance Matrices
    Li, Jianbo
    Zhou, Jie
    Zhang, Bin
    2018 21ST INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2018, : 1064 - 1071
  • [46] EMPIRICAL COVARIANCE OF THE ARIMA PROCESS
    AKONOM, J
    COMPTES RENDUS DE L ACADEMIE DES SCIENCES SERIE I-MATHEMATIQUE, 1982, 295 (02): : 177 - 180
  • [47] Estimation risk in covariance
    Cho D.D.
    Journal of Asset Management, 2011, 12 (4) : 248 - 259
  • [48] ESTIMATION OF COVARIANCE MATRICES
    KOSHEVOY, VM
    RADIOTEKHNIKA I ELEKTRONIKA, 1986, 31 (10): : 1964 - 1974
  • [49] Convergence rates for the estimation of two-dimensional distribution functions under association and estimation of the covariance of the limit empirical process
    Henriques, Carla
    Oliveira, Paulo Eduardo
    JOURNAL OF NONPARAMETRIC STATISTICS, 2006, 18 (02) : 119 - 128
  • [50] IMPROVED TIME DELAY ESTIMATION USING EMPIRICAL MODE DECOMPOSITION
    Harfas, Paul
    Ionel, Raul
    Gontean, Aurel
    16TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING MENDEL 2010, 2010, : 325 - 332