Back to Search
Start Over
Estimating the number of equal components for two high-dimensional mean vectors.
- Source :
- Communications in Statistics: Theory & Methods; 2021, Vol. 50 Issue 19, p4617-4638, 22p
- Publication Year :
- 2021
-
Abstract
- In this article, we propose a new method for estimating the number of equal components m<subscript>0</subscript> of two m-dimensional population means when m is large. The proposed method can be used to estimate the number of equally expressed or differentially expressed genes in DNA microarray studies. It can also be applied in the step of estimating m<subscript>0</subscript> in adaptive false discovery rate controlling procedures. Simulation results show that the bias of the moment estimator is very small for both normal and non normal data. It has higher precision than existing methods in most cases. It has more evident advantage under non normal data. [ABSTRACT FROM AUTHOR]
- Subjects :
- FALSE discovery rate
DNA analysis
DNA
Subjects
Details
- Language :
- English
- ISSN :
- 03610926
- Volume :
- 50
- Issue :
- 19
- Database :
- Complementary Index
- Journal :
- Communications in Statistics: Theory & Methods
- Publication Type :
- Academic Journal
- Accession number :
- 152168985
- Full Text :
- https://doi.org/10.1080/03610926.2020.1722842