Literature DB >> 16984331

A multivariate two-sample mean test for small sample size and missing data.

Yujun Wu1, Marc G Genton, Leonard A Stefanski.   

Abstract

We develop a new statistic for testing the equality of two multivariate mean vectors. A scaled chi-squared distribution is proposed as an approximating null distribution. Because the test statistic is based on componentwise statistics, it has the advantage over Hotelling's T2 test of being applicable to the case where the dimension of an observation exceeds the number of observations. An appealing feature of the new test is its ability to handle missing data by relying on only componentwise sample moments. Monte Carlo studies indicate good power compared to Hotelling's T2 and a recently proposed test by Srivastava (2004, Technical Report, University of Toronto). The test is applied to drug discovery data.

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Year:  2006        PMID: 16984331     DOI: 10.1111/j.1541-0420.2006.00533.x

Source DB:  PubMed          Journal:  Biometrics        ISSN: 0006-341X            Impact factor:   2.571


  5 in total

1.  A Two-Sample Test for Equality of Means in High Dimension.

Authors:  Karl Bruce Gregory; Raymond J Carroll; Veerabhadran Baladandayuthapani; Soumendra N Lahiri
Journal:  J Am Stat Assoc       Date:  2015-06-01       Impact factor: 5.033

2.  Chromatin remodeling inactivates activity genes and regulates neural coding.

Authors:  Yue Yang; Tomoko Yamada; Kelly K Hill; Martin Hemberg; Naveen C Reddy; Ha Y Cho; Arden N Guthrie; Anna Oldenborg; Shane A Heiney; Shogo Ohmae; Javier F Medina; Timothy E Holy; Azad Bonni
Journal:  Science       Date:  2016-07-15       Impact factor: 47.728

3.  A Powerful Bayesian Test for Equality of Means in High Dimensions.

Authors:  Roger S Zoh; Abhra Sarkar; Raymond J Carroll; Bani K Mallick
Journal:  J Am Stat Assoc       Date:  2018-08-06       Impact factor: 5.033

4.  Determinants of robustness in spindle assembly checkpoint signalling.

Authors:  Stephanie Heinrich; Eva-Maria Geissen; Julia Kamenz; Susanne Trautmann; Christian Widmer; Philipp Drewe; Michael Knop; Nicole Radde; Jan Hasenauer; Silke Hauf
Journal:  Nat Cell Biol       Date:  2013-10-27       Impact factor: 28.824

5.  Disruption of DNA-methylation-dependent long gene repression in Rett syndrome.

Authors:  Harrison W Gabel; Benyam Kinde; Hume Stroud; Caitlin S Gilbert; David A Harmin; Nathaniel R Kastan; Martin Hemberg; Daniel H Ebert; Michael E Greenberg
Journal:  Nature       Date:  2015-03-11       Impact factor: 49.962

  5 in total

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