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The Exact Distribution of Bartlett’s Test Statistic for Homogeneity of Variances with Unequal Sample Sizes
Abstract
An expression is derived for the null density of the Bartlett test statistic for testing equality of variances of n normal populations, when random samples not necessarily of the same size are taken. The expression permits computation of exact Bartlett critical values. As a generalization, an expression is derived for the density of the normalized ratio of an arbitrarily weighted geometric mean to the unweighted arithmetic mean, based on a sample of n independently distributed gamma random variables having common scale parameter but different shape parameters.
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The Kaiser-Meyer-Olkin values for behavioral intention, tourism motivation, and perceived value were 0.905, 0.869, and 0.919, respectively, and Bartlett's tests were significant (p < 0.001).
“The results showed that the KMO values of behavioral intention, tourism motivation, and perceived value were 0.905, 0.869, and 0.919, respectively, while the approximate square card of behavioral intention, tourism motivation, and perceived value were 3057.033 (df = 66, p < 0.001), 3782.221 (df = 136, p < 0.001), and 1581.617(df = 15, p < 0.001), respectively.”
From Health and Wellness Tourists’ Motivation and Behavior Intention: The Role of Perceived Value (2023) · cites this paper as [69]
Citations
Cites
Properties of sufficiency and statistical tests
Bartlett, M. S. (1937) · Proceedings of the Royal Society of London A Mathematical and Physical Sciences · doi:10.1098/rspa.1937.0109 · Cited by 2,596
Properties of Sufficiency and Statistical Tests
Bartlett, M. S. (1992) · Springer series in statistics · doi:10.1007/978-1-4612-0919-5_8 · Cited by 1,897
Biometrika Tables for Statisticians
Savage, I. R., Pearson, E. S., & Hartley, H. O. (1967) · Mathematics of Computation · doi:10.2307/2004190 · Cited by 1,440
NON-NORMALITY AND TESTS ON VARIANCES
BOX, G. E. P. (1953) · Biometrika · doi:10.1093/biomet/40.3-4.318 · Cited by 1,302
A GENERAL DISTRIBUTION THEORY FOR A CLASS OF LIKELIHOOD CRITERIA
Box, G. E. P. (1949) · Biometrika · doi:10.1093/biomet/36.3-4.317 · Cited by 1,046
Biometrika Tables for Statisticians.
Healy, M. J. R., Pearson, E. S., & Hartley, H. O. (1973) · Journal of the Royal Statistical Society Series A (General) · doi:10.2307/2345123 · Cited by 969
Modern Probability Theory and its Applications.
Wishart, D. M. G., & Parzen, E. (1961) · Journal of the Royal Statistical Society Series A (General) · doi:10.2307/2343247 · Cited by 767
Modern Probability Theory and Its Applications.
J., N. L., & Parzen, E. (1960) · The Incorporated Statistician · doi:10.2307/2987474 · Cited by 629
The “closest” estimates of statistical parameters
Pitman, E. J. G. (1937) · Mathematical Proceedings of the Cambridge Philosophical Society · doi:10.1017/s0305004100019563 · Cited by 315
Modern Probability Theory and Its Applications
Parzen, E., & Gillis, J. (1960) · Physics Today · doi:10.1063/1.3056709 · Cited by 297
TESTING THE HOMOGENEITY OF A SET OF VARIANCES
Hartley, H. O. (1940) · Biometrika · doi:10.1093/biomet/31.3-4.249 · Cited by 125
The “Messenger of Mathematics”
ANGELUS (1884) · Nature · doi:10.1038/031172c0 · Cited by 120
TESTS OF HYPOTHESES CONCERNING LOCATION AND SCALE PARAMETERS
Pitman, E. J. G. (1939) · Biometrika · doi:10.1093/biomet/31.1-2.200 · Cited by 96
The Ratio of the Geometric Mean to the Arithmetic Mean for a Random Sample from a Gamma Distribution
Glaser, R. E. (1976) · Journal of the American Statistical Association · doi:10.1080/01621459.1976.10480373 · Cited by 61
TABLES FOR TESTING THE HOMOGENEITY OF A SET OF ESTIMATED VARIANCES
Thompson, C. M., & Merrington, M. (1946) · Biometrika · doi:10.1093/biomet/33.4.296 · Cited by 48
Exact Critical Values for Bartlett's Test for Homogeneity of Variances
Glaser, R. E. (1976) · Journal of the American Statistical Association · doi:10.1080/01621459.1976.10480374 · Cited by 44
On the Power of the $L_1$ Test for Equality of Several Variances
Brown, G. W. (1939) · The Annals of Mathematical Statistics · doi:10.1214/aoms/1177732210 · Cited by 30
The Ratio of the Geometric Mean to the Arithmetic Mean for a Random Sample from a Gamma Distribution
Glaser, R. E. (1976) · Journal of the American Statistical Association · doi:10.2307/2285338 · Cited by 18
Self-citation
Flagged first, then by citations
Research works printed but not linked: 2
- Barnes E. W., 1899, Messenger of Mathematics, 29, 64
- Hardy G. H., 1952, Inequalities
Cited by
Sorted by citations
Conover, W. J., Johnson, M. E., & Johnson, M. M. (1981) · Technometrics · doi:10.1080/00401706.1981.10487680 · Cited by 1,008
Selecting the number of principal components: Estimation of the true rank of a noisy matrix
Choi, Y., Taylor, J., & Tibshirani, R. J. (2017) · The Annals of Statistics · doi:10.1214/16-aos1536 · Cited by 97
Arsham, H., & Lovrić, M. (2011) · International Encyclopedia of Statistical Science · doi:10.1007/978-3-642-04898-2_132 · Cited by 73
Health and Wellness Tourists’ Motivation and Behavior Intention: The Role of Perceived Value
Gan, T., Zheng, J., Li, W., Li, J., & Shen, J. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20054339 · Cited by 69
“900, while Bartlett’s tests were accepted [69].”
Gupta, A. K., & Tang, J. (1984) · Biometrika · doi:10.1093/biomet/71.3.555 · Cited by 56
SenGupta, A. (1987) · Journal of Multivariate Analysis · doi:10.1016/0047-259x(87)90153-9 · Cited by 47
On the Determination of Critical Values for Bartlett's Test
Dyer, D., & Keating, J. P. (1980) · Journal of the American Statistical Association · doi:10.1080/01621459.1980.10477468 · Cited by 40
An Analysis-of-Means-Type Test for Variances From Normal Populations
Wludyka, P. S., & Nelson, P. R. (1997) · Technometrics · doi:10.1080/00401706.1997.10485119 · Cited by 37
B artlett's Test of Homogeneity of Variances
Glaser, R. E. (2004) · Encyclopedia of Statistical Sciences · doi:10.1002/0471667196.ess0095 · Cited by 37
Optimizing Excipient Properties to Prevent Aggregation in Biopharmaceutical Formulations
King, T., Humphrey, J. R., Laughton, C. A., Thomas, N. R., & Hirst, J. D. (2023) · Journal of Chemical Information and Modeling · doi:10.1021/acs.jcim.3c01898 · Cited by 32
On testing homogeneity of variances for gaussian models
Jen, T., & Gupta, A. K. (1987) · Journal of Statistical Computation and Simulation · doi:10.1080/00949658708810988 · Cited by 31
Time-varying parameters: a critical introduction
Tucci, M. P. (1995) · Structural Change and Economic Dynamics · doi:10.1016/0954-349x(94)00010-7 · Cited by 25
Nandi, S. B. (1980) · Journal of the American Statistical Association · doi:10.1080/01621459.1980.10477456 · Cited by 20
A Note on Determining the p -Value of Bartlett's Test of Homogeneity of Variances
Wu, J., & Wong, A. C. M. (2003) · Communication in Statistics- Theory and Methods · doi:10.1081/sta-120017801 · Cited by 17
An Adjustment to the Bartlett's Test for Small Sample Size
Ma, X., Feng-Chun, L., & Zhao, Y. S. (2014) · Communications in Statistics - Simulation and Computation · doi:10.1080/03610918.2013.773347 · Cited by 17
Tests for structural change, aggregation, and homogeneity
Maasoumi, E. E., Zaman, A., & Ahmed, M. (2010) · Economic Modelling · doi:10.1016/j.econmod.2010.07.009 · Cited by 16
Analysis of Means Type Tests for Variances Using Subsampling and Jackknifing
Wludyka, P. S., & Nelson, P. R. (1997) · American Journal of Mathematical and Management Sciences · doi:10.1080/01966324.1997.10737429 · Cited by 14
Structural properties of size biased Gamma distribution
A.Ahmed, A. A. (2013) · IOSR Journal of Mathematics · doi:10.9790/5728-0525561 · Cited by 14
Saddlepoint approximations for P-values of some tests of covariance matrices
Booth, J. G., Butler, R. W., Huzurbazar, S. V., & Wood, A. T. A. (1995) · Journal of Statistical Computation and Simulation · doi:10.1080/00949659508811704 · Cited by 13
On testing homogeneity of variances for nonnormal models using entropy
Gupta, A. K., Harrar, S. W., & Pardo, L. (2007) · Statistical Methods & Applications · doi:10.1007/s10260-007-0055-7 · Cited by 11
Witkovský, V. (2019) · Journal of Applied Statistics · doi:10.1080/02664763.2019.1675608 · Cited by 9
Generalized Hypergeometric Functions and Exact Distributions of Test Statistics
Rathie, P. N. (1989) · American Journal of Mathematical and Management Sciences · doi:10.1080/01966324.1989.10737258 · Cited by 8
Tests for simultaneously determining numbers of clusters and their shape with multivariate data
Gupta, A. S. (1982) · Statistics & Probability Letters · doi:10.1016/0167-7152(82)90013-x · Cited by 7
Manoukian, E. B., Maurais, J., & Ouimet, R. (1986) · Metrika · doi:10.1007/bf01894757 · Cited by 7
Power bounds for a test of equality of trends in k independent power law processes
Calabria, R., Guida, M., & Pulcini, G. (1992) · Communication in Statistics- Theory and Methods · doi:10.1080/03610929208830978 · Cited by 6
Sinclair, D. F., Mosimann, J. E., & Meeter, D. A. (1985) · Biometrics · doi:10.2307/2530958 · Cited by 6
Karthik, R., Deka, M. K., Ajith, S., Kalita, P., & Prakash, N. B. (2024) · Phytoparasitica · doi:10.1007/s12600-024-01183-1 · Cited by 5
Karthik, R., Deka, M. K., Ajith, S., Kalita, S., & Prakash, N. B. (2024) · International Journal of Tropical Insect Science · doi:10.1007/s42690-024-01363-w · Cited by 5
Madansky, A. (1988) · Springer texts in statistics · doi:10.1007/978-1-4612-3794-5_3 · Cited by 5
Mathematical statistics: on the Hartley‐Bartlett test
Perera, G., Carrasco, H., Díaz, V., Fontán, M. D. B., Mehr, A., Mendoza, C., Pereira, C., Sarachaga, N., & Stein, A. (1996) · International Journal of Mathematical Education in Science and Technology · doi:10.1080/0020739960270409 · Cited by 4
Testing the equality of several covariance matrices
Pham-Gia, T., & Turkkan, N. (2011) · Journal of Statistical Computation and Simulation · doi:10.1080/00949655.2010.481790 · Cited by 4
Cyr, J. L., & Manoukian, E. B. (1982) · Communication in Statistics- Theory and Methods · doi:10.1080/03610928208828340 · Cited by 4
Manoukian, E. B. (1982) · SIAM Journal on Applied Mathematics · doi:10.1137/0142041 · Cited by 4
Invariant tests for scale parameters under elliptical symmetry
Chmielewski, M. A. (1978) · VTechWorks (Virginia Tech) · Cited by 4
Testing of homogeneity of diagonal blocks with blockwise independence
Chao, C. C., & Gupta, A. K. (1991) · Communication in Statistics- Theory and Methods · doi:10.1080/03610929108830612 · Cited by 3
Karthik, R., Deka, M. K., Ajith, S., Laxmanarayanan, M., Prakash, N. B., Kalita, S., & Dhumgond, P. (2023) · Silicon · doi:10.1007/s12633-023-02709-8 · Cited by 3
Qayed, A., & Han, D. (2021) · Communication in Statistics- Theory and Methods · doi:10.1080/03610926.2021.1960375 · Cited by 3
Simple Bayes Test of Equality of Exponential Means
Shoukri, M. M. (1987) · IEEE Transactions on Reliability · doi:10.1109/tr.1987.5222484 · Cited by 3
On cochran's and hartley's tests for homogeneity of variances when observations are autocorrelated
Chu, D. P., & Sutradhar, B. C. (1995) · Communications in Statistics - Simulation and Computation · doi:10.1080/03610919508813245 · Cited by 3
Manoukian, E. B. (1983) · Metrika · doi:10.1007/bf02056923 · Cited by 3
Sarmiento, L., Viteri, D. M., Linares‐Ramírez, A. M., & González, K. (2022) · The Journal of Agriculture of the University of Puerto Rico · doi:10.46429/jaupr.v105i2.20079 · Cited by 2
Homogeneity test of several covariance matrices with high-dimensional data
Qayed, A., & Han, D. (2021) · Journal of Biopharmaceutical Statistics · doi:10.1080/10543406.2021.1923524 · Cited by 2
Sutradhar, B. C. (2016) · Cited by 2
Arsham, H., & Lovrić, M. (2025) · International Encyclopedia of Statistical Science · doi:10.1007/978-3-662-69359-9_47 · Cited by 2
Themuhi, M., Shanthi, A., Meena, K. S., Rajeshwaran, B., Swarnakumari, N., & Das, D. (2025) · Journal of Plant Diseases and Protection · doi:10.1007/s41348-025-01132-y · Cited by 1
Boyer, J. (2007) · NCSU Libraries Repository (North Carolina State University Libraries) · Cited by 1
Harnessing the IES Model to Probe into the Entrepreneurial Intentions of Chinese College Students
Zhang, C., Zheng, R., Chen, Y., & Xue, L. (2023) · SHS Web of Conferences · doi:10.1051/shsconf/202315703010 · Cited by 1
Comparison op some two sample tests for equality of variances
Keating, J. P., & Tripathi, R. C. (1984) · Communication in Statistics- Theory and Methods · doi:10.1080/03610928408828853 · Cited by 1
High-dimensional covariance matrices tests for analyzing multi-tumor gene expression data
Qayed, A., & Han, D. (2021) · Statistical Methods in Medical Research · doi:10.1177/09622802211009257 · Cited by 1
Maximum absolute error for bartlett's chi-square approximation
Giguere, J. C., Manoukian, E. B., & Roy, J. M. A. (1982) · Journal of Statistical Computation and Simulation · doi:10.1080/00949658208810574 · Cited by 1
The Exact Null Distribution of Bartlett's Criterion
Nandi, S. B. (1981) · Australian Journal of Statistics · doi:10.1111/j.1467-842x.1981.tb00759.x · Cited by 1
Homogeneity of Variances, B artlett's Test for
Glaser, R. E. (2005) · Encyclopedia of Statistical Sciences · doi:10.1002/0471667196.ess0095.pub2
Moments of generalized quadratic forms and distributions of certain multivariate test statistics
Mathai, A. M., & Pederzoli, G. (1995) · Statistical Methods & Applications · doi:10.1007/bf02589119
Galler, B. A., Burks, A. W., Campbell‐Kelly, M., Fernbach, S., Hurd, C. C., Lee, J. A. N., Randell, B., Rosen, S., Rosin, R. F., Tropp, H. S., et al. (1985)
Homogeneity of Variances, B artlett's Test for
Glaser, R. E. (2014) · Wiley StatsRef: Statistics Reference Online · doi:10.1002/9781118445112.stat01419
Lawless, J. F. (2002) · Wiley series in probability and statistics · doi:10.1002/9781118033005.refs
Optimising excipient properties to prevent aggregation in biopharmaceutical formulationsPreprint
King, T., Humphrey, J., Laughton, C. A., Thomas, N. R., & Hirst, J. D. (2023) · ChemRxiv · doi:10.26434/chemrxiv-2023-rgvlz
Metadata
- Authors
- Chao, M.-T., & Glaser, R. E.
- Affiliations
- AT&T (United States) (US)
- University of California, Davis (US)
- Venue
- Journal of the American Statistical Association
- Publisher
- Informa UK Limited
- Published
- 1978-06
- Volume
- 73
- Issue
- 362
- Pages
- 422-426
- ISSN
- 0162-1459 (ISSN-L)
- 1537-274X
- OpenAlex
- W2084614649
- Cited by
- 58
- References
- 17
- Citations by year
- 2025: 2 · 2024: 2 · 2023: 5 · 2022: 1 · 2021: 3 · 2019: 1 · 2017: 1 · 2016: 2 · 2014: 2 · 2013: 1
- FWCI
- 2.76
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of the American Statistical Association (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Distribution Estimation and Applications
- Physical Sciences › Mathematics › Statistics and Probability › Probability and Statistical Research
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Statistical Methods and Models
- Keywords
- Bartlett test, homoscedasticity, unequal sample sizes, exact distribution, critical values, healthy population, weighted geometric mean, gamma random variables, ratio of means
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