DocumentCode :
2212812
Title :
Nonparametrical statistical mapping
Author :
Hassainia, F. ; McCormick, L. ; Medina, V. ; Montplaisir, J.
Author_Institution :
Centre d´´Etude du Sommeil, Montreal, Que., Canada
Volume :
2
fYear :
1996
fDate :
31 Oct-3 Nov 1996
Firstpage :
822
Abstract :
Statistical mapping is widely used in electrophysiological research. T-statistic mapping is commonly used in between-group map comparison. The t-map, which is based upon the equal variance of groups, was the first type of statistical mapping to be used in this field. Later, a t-map, and a p-map using the unequal variance hypothesis were introduced. Although, the latter is more adequate for comparisons where the variance of both groups cannot be assumed to be equal. Its use is not appropriate in the case where the respective distributions of the populations are not normal. To face this situation, we introduce a new kind of statistical mapping based upon nonparametric tests. This type of mapping corresponds to a distribution-free test in the sense that the population distribution is not assumed to be normal. This technique therefore increases the degree of freedom of the researcher when comparing groups with a non-normal, or more generally an unknown distribution
Keywords :
bioelectric phenomena; medical signal processing; neurophysiology; statistical analysis; T-statistic mapping; between-group map comparison; electrophysiological research; nonparametric tests; nonparametrical statistical mapping; population distribution; variance; Brain mapping; Electroencephalography; Electrophysiology; Engineering in Medicine and Biology Society; Enterprise resource planning; Gaussian distribution; Probability; Statistical distributions; Surfaces; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 1996. Bridging Disciplines for Biomedicine. Proceedings of the 18th Annual International Conference of the IEEE
Conference_Location :
Amsterdam
Print_ISBN :
0-7803-3811-1
Type :
conf
DOI :
10.1109/IEMBS.1996.651993
Filename :
651993
Link To Document :
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