DocumentCode :
2858796
Title :
Uniformity of offsprings from uniform and non-uniform parents
Author :
Gomes, M. Ivette ; Pestana, Dinis ; Sequeira, Fernando ; Mendonca, S. ; Velosa, Silvio
Author_Institution :
Fac. de Cienc. (DEIO), Univ. de Lisboa, Lisbon, Portugal
fYear :
2009
fDate :
22-25 June 2009
Firstpage :
243
Lastpage :
248
Abstract :
Combining independent tests using reported p-values, which under H0 are observations from a standard uniform random variable, is usually done in meta-analysis using either the distributional theory of order statistics from the uniform distribution, or using -2Sigmak=1 n ln Pkcapchi2n 2 or alternatively combining the normal scores zk := Phi-1(pk). However the number of p-values available is in general very small, and it would seem reasonable to generate extra ldquopseudo-p-valuesrdquo in order to improve power, exploiting the rich theory of order statistics and spacings of uniform and exponential samples. Publication bias, an important concern in meta-analytical syntheses, is also discussed, namely the extra difficulty of considering the sample of available p-values as upper-censored. As publication bias favours reporting of moderate p-values (typically smaller than 0.05), we investigate the proportion of ldquocombinedrdquo rejections of uniformity when the primary set of p-values comes in fact from an alternative parent populations which has higher probability than a uniform parent of generating small values. We present evidence that this fake augmentation of samples doesn´t in fact improve results.
Keywords :
statistical distributions; distributional theory; independent tests; metaanalysis; metaanalytical synthesis; moderate p-values; nonuniform parents; normal scores; order statistics; pseudo-p-values; publication bias; standard uniform random variable; uniform distribution; Distribution functions; Information technology; Power generation; Probability density function; Random variables; Sections; Statistical analysis; Statistical distributions; Statistics; Testing; Order statistics; combined p-values; meta-analysis; probability integral transformation; uniform distribution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Technology Interfaces, 2009. ITI '09. Proceedings of the ITI 2009 31st International Conference on
Conference_Location :
Dubrovnik
ISSN :
1330-1012
Print_ISBN :
978-953-7138-15-8
Type :
conf
DOI :
10.1109/ITI.2009.5196087
Filename :
5196087
Link To Document :
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