Research Article

An exact test for equality of two normal mean vectors with monotone missing data

Volume: 51 Number: 4 August 1, 2022
EN

An exact test for equality of two normal mean vectors with monotone missing data

Abstract

The problem of testing equality of two normal mean vectors with incomplete data when the covariance matrices are equal is considered. For data matrices with monotone missing pattern, an exact test is proposed as an alternative one to the traditional likelihood ration test. Numerical power comparisons show that the powers of the proposed test and the likelihood ration test are comparable. However, the proposed test is an exact one. It is easy to use and useful to identify the component that caused the rejection of null hypothesis. It is illustrated using an example.

Keywords

Supporting Institution

NSFC

References

  1. [1] T.W. Anderson, Maximum likelihood estimates for a multivariate normal distribution when some observations are missing, J. Amer. Statist. Assoc. 52 (278), 200-203, 1957.
  2. [2] R. Bhargava, Multivariate tests of hypotheses with incomplete data, PhD Thesis, Stanford University, 1962.
  3. [3] J. Hao and K. Krishnamoorthy, Inferences on normal covariance matrix and generalized variance with incomplete data, J. Multivariate Anal. 78 (1), 62-82, 2001.
  4. [4] T. Kanda and Y. Fujikoshi, Some basic properties ofthe MLE’s for a multivariate normal distribution with monotone missing data, Amer. J. Math. Management Sci. 18 (1–2), 161-190, 1998.
  5. [5] K. Krishnamoorthy and M. Pannala, Some simple test procedures for normal mean vector with incomplete data, Ann. Inst. Statist. Math. 50 (3), 531-542, 1998.
  6. [6] K. Krishnamoorthy and M. Pannala, Confidence estimation of normal mean vector with incomplete data, Canad. J. Statist. 27 (2), 395-407, 1999.
  7. [7] K. Krishnamoorthy and J. Yu, Multivariate Behrens-Fisher problem with missing data, J. Multivariate Anal. 105 (1), 141-150, 2012.
  8. [8] R.J.A. Little, A test of missing completely at random for multivariate data with missing values, J. Amer. Statist. Assoc. 83 (404), 1198-1202, 1988.

Details

Primary Language

English

Subjects

Statistics

Journal Section

Research Article

Publication Date

August 1, 2022

Submission Date

February 1, 2021

Acceptance Date

May 21, 2022

Published in Issue

Year 2022 Volume: 51 Number: 4

APA
Yu, J., Wang, B., & Zhang, T. (2022). An exact test for equality of two normal mean vectors with monotone missing data. Hacettepe Journal of Mathematics and Statistics, 51(4), 1211-1218. https://doi.org/10.15672/hujms.871588
AMA
1.Yu J, Wang B, Zhang T. An exact test for equality of two normal mean vectors with monotone missing data. Hacettepe Journal of Mathematics and Statistics. 2022;51(4):1211-1218. doi:10.15672/hujms.871588
Chicago
Yu, Jianqi, Bin Wang, and Tao Zhang. 2022. “An Exact Test for Equality of Two Normal Mean Vectors With Monotone Missing Data”. Hacettepe Journal of Mathematics and Statistics 51 (4): 1211-18. https://doi.org/10.15672/hujms.871588.
EndNote
Yu J, Wang B, Zhang T (August 1, 2022) An exact test for equality of two normal mean vectors with monotone missing data. Hacettepe Journal of Mathematics and Statistics 51 4 1211–1218.
IEEE
[1]J. Yu, B. Wang, and T. Zhang, “An exact test for equality of two normal mean vectors with monotone missing data”, Hacettepe Journal of Mathematics and Statistics, vol. 51, no. 4, pp. 1211–1218, Aug. 2022, doi: 10.15672/hujms.871588.
ISNAD
Yu, Jianqi - Wang, Bin - Zhang, Tao. “An Exact Test for Equality of Two Normal Mean Vectors With Monotone Missing Data”. Hacettepe Journal of Mathematics and Statistics 51/4 (August 1, 2022): 1211-1218. https://doi.org/10.15672/hujms.871588.
JAMA
1.Yu J, Wang B, Zhang T. An exact test for equality of two normal mean vectors with monotone missing data. Hacettepe Journal of Mathematics and Statistics. 2022;51:1211–1218.
MLA
Yu, Jianqi, et al. “An Exact Test for Equality of Two Normal Mean Vectors With Monotone Missing Data”. Hacettepe Journal of Mathematics and Statistics, vol. 51, no. 4, Aug. 2022, pp. 1211-8, doi:10.15672/hujms.871588.
Vancouver
1.Jianqi Yu, Bin Wang, Tao Zhang. An exact test for equality of two normal mean vectors with monotone missing data. Hacettepe Journal of Mathematics and Statistics. 2022 Aug. 1;51(4):1211-8. doi:10.15672/hujms.871588