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This can make it difficult to validate the physiological theories underlying parametric models.
In addition, the normality assumptions underlying parametric tests are often violated in practice.
Large trials will produce data that are robust to certain deviations in the assumptions underlying parametric analysis.
Continuous variables were checked regarding assumptions underlying parametric and nonparametric statistics, and were described and analysed accordingly.
This is a serious issue in practice when researchers are not sure of the validity of the underlying parametric model.
They are typically analyzed by mean-based methods from MANOVA or linear mixed models, requiring certain assumptions on the underlying parametric distribution.
Similar(51)
In short, an appealing property of ANN is that they do not require most of the prior assumptions that commonly underlie parametric statistical models.
In cases where the assumptions underlying certain parametric procedures were not met, alternative non-parametric procedures were used.
It is well known that ranked set samples provide more Fisher information than simple random samples of the same size about the unknown parameters of the underlying distribution in parametric inferences.
In this paper, we present a comparative study of bias correction methods for regional climate model simulations considering the distributional parametric uncertainty underlying the observations/models.
Experimental social psychologists routinely rely on ANOVA to study interactions between factors even when the assumptions underlying the use of parametric tests are not met.
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