Robust quadratic discriminant analysis using Sn covariance

被引:2
|
作者
Sajana, O. K. [1 ]
Sajesh, T. A. [1 ]
机构
[1] St Thomas Coll Autonomous, Dept Stat, Trichur, Kerala, India
关键词
Multivariate data; Quadratic discriminant rule; Robust estimation;
D O I
10.1080/03610918.2020.1868512
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This paper presents a robust method for robust estimation of quadratic discriminant analysis. The mean and covariance matrix for estimating quadratic discriminant rule is computed using a robust estimation method called S-n method established from a robust covariance estimator S(n)Cov: The performance of the proposed method is evaluated using the results of simulated samples. This outlier detection method is compared with some well-known methods available in the current literature. The application of the proposed method in real-life data is also executed in this paper.
引用
收藏
页码:735 / 744
页数:10
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