Closed-Form Estimators for Blind Separation of Sources – Part I: Real Mixtures

被引:0
|
作者
Vicente Zarzoso
Asoke K. Nandi
机构
[1] The University of Liverpool,Signal Processing and Communications Group, Department of Electrical Engineering and Electronics
来源
关键词
blind source separation; closed-form estimators; contrast functions; higher-order statistics; independent component analysis; multiuser detection; performance analysis;
D O I
暂无
中图分类号
学科分类号
摘要
The problem of multiuser interference cancellation in wireless cellularcommunication systems accepts a blind source separation (BSS) model. Thepresent contribution studies the closed-form solutions to BSS in thereal-mixture case. Connections among a number of seemingly disparate methodsare unveiled, new procedures are put forward, and their asymptotic(large-sample) performance is analyzed. Simulation experiments illustrate andvalidate the theoretical results. Altogether, a unifying generic framework forclosed-form BSS methods is developed.
引用
收藏
页码:5 / 28
页数:23
相关论文
共 50 条
  • [31] Closed-form blind channel identification with MSK inputs
    Comon, P
    Grellier, O
    Mourrain, B
    [J]. CONFERENCE RECORD OF THE THIRTY-SECOND ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 1998, : 1569 - 1573
  • [32] CLOSED-FORM EXPRESSIONS FOR CHEMICAL THEORY OF ASSOCIATING MIXTURES
    CAMPBELL, SW
    ECONOMOU, IG
    DONOHUE, MD
    [J]. AICHE JOURNAL, 1992, 38 (04) : 611 - 614
  • [33] Closed-form blind channel identification and source separation in SDMA systems through correlative coding
    Xavier, JMF
    Barroso, VAN
    Moura, JMF
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 1998, 16 (08) : 1506 - 1517
  • [34] Closed-Form Estimators for the Gamma Distribution Derived From Likelihood Equations
    Ye, Zhi-Sheng
    Chen, Nan
    [J]. AMERICAN STATISTICIAN, 2017, 71 (02): : 177 - 181
  • [35] Closed-form Estimators for High-dimensional Generalized Linear Models
    Yang, Eunho
    Lozano, Aurelie C.
    Ravikumar, Pradeep
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 28 (NIPS 2015), 2015, 28
  • [36] Some efficient closed-form estimators of the parameters of the generalized Pareto distribution
    From, Steven G.
    Ratnasingam, Suthakaran
    [J]. ENVIRONMENTAL AND ECOLOGICAL STATISTICS, 2022, 29 (04) : 827 - 847
  • [37] Some efficient closed-form estimators of the parameters of the generalized Pareto distribution
    Steven G. From
    Suthakaran Ratnasingam
    [J]. Environmental and Ecological Statistics, 2022, 29 : 827 - 847
  • [38] A treeless absolutely random forest with closed-form estimators of expected proximities
    Laska, Eugene
    Lin, Ziqiang
    Siegel, Carole
    Marmar, Charles
    [J]. STATISTICAL ANALYSIS AND DATA MINING, 2024, 17 (02)
  • [39] Closed-form and bias-corrected estimators for the bivariate gamma distribution
    Zhao, Jun
    Jang, Yu-Hyeong
    Kim, Hyoung-Moon
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2022, 191
  • [40] MLEce: Statistical inference for asymptotically efficient closed-form estimators in R
    Zhao, Jun
    Kim, Yu-Kwang
    Jang, Yu-Hyeong
    Chang, Jae Ho
    Lee, Sang Kyu
    Kim, Hyoung-Moon
    [J]. SOFTWAREX, 2024, 26