EFFICIENT SPECTRAL ANALYSIS IN THE MISSING DATA CASE USING SPARSE ML METHODS

被引:0
作者
Glentis, George-Othon [1 ]
Karlsson, Johan [2 ]
Jakobsson, Andreas [3 ]
Li, Jian [4 ]
机构
[1] Univ Peloponnese, Dept Informat & Telecommun, Tripoli, Greece
[2] KTH Royal Inst Technol, Dept Math, Stockholm, Sweden
[3] Lund Univ, Dept Math Stat, S-22100 Lund, Sweden
[4] Univ Florida, Dept Elect & Comp Engn, Gainesville, FL 32611 USA
来源
2014 PROCEEDINGS OF THE 22ND EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO) | 2014年
基金
瑞典研究理事会; 美国国家科学基金会;
关键词
Spectral estimation theory and methods; Sparse Maximum Likelihood methods; fast algorithms; ITERATIVE ADAPTIVE APPROACH; TOEPLITZ MATRICES; DISPLACEMENT;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Given their wide applicability, several sparse high-resolution spectral estimation techniques and their implementation have been examined in the recent literature. In this work, we further the topic by examining a computationally efficient implementation of the recent SMLA algorithms in the missing data case. The work is an extension of our implementation for the uniformly sampled case, and offers a notable computational gain as compared to the alternative implementations in the missing data case.
引用
收藏
页码:1746 / 1750
页数:5
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