JOURNAL ARTICLE

Homogeneity test of several covariance matrices with high-dimensional data

Abdullah QayedDong Han

Year: 2021 Journal:   Journal of Biopharmaceutical Statistics Vol: 31 (4)Pages: 523-540   Publisher: Taylor & Francis

Abstract

This article not only presents a test based on the well-known Box M test for testing the equality of several covariance matrices with high-dimensional data, but also gives the asymptotic distribution of the proposed test. Simulation and experimental studies illustrate that the proposed test performs well and can compete with other five known tests.

Keywords:
Homogeneity (statistics) Covariance Mathematics Test (biology) Statistics Computer science Applied mathematics Algorithm

Metrics

2
Cited By
0.52
FWCI (Field Weighted Citation Impact)
28
Refs
0.68
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Random Matrices and Applications
Physical Sciences →  Mathematics →  Statistics and Probability
Bayesian Methods and Mixture Models
Physical Sciences →  Computer Science →  Artificial Intelligence
Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability

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