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Its effect can be alleviated through better study design and the use of suitable statistical methods [20].
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The major novelty of this paper lies in the fact that the order of the 2D moments used for classification are chosen using a suitable statistical measure instead of adopting a heuristic set of moments to construct the facial features.
These basic, relatively qualitative analyses are followed with a formal analysis of the data using suitable statistical machine-learning methods, specifically multivariate versions of linear discriminant analysis, logistic regression classification, and a nonparametric (kernel-density estimate) naive Bayes classifier.
Thus, using a suitable statistical method, the effect of the treatment supersedes the experimental variability.
We recommend that investigators appreciate the propensity for such variation in the design stages of a microarray experiment and that the use of suitable correction methods become routine during the statistical analysis of the data.
Causal inference requires identification of a theoretically predicted causal mechanism in a research setting optimized to avoid endogenous causes and using a suitable statistical inference strategy.
The level of confidence over the predictions of any developed model is assessed by using suitable statistical indices.
For statistical analysis, significant differences between means were calculated by analysis of variance (ANOVA) followed by Student-Newman-Keuls (P < 0.05), using suitable statistical software.
We have used suitable statistical indicators for identifying sequences that may play an important role in regulating transcription processes.
Association between the two parameters shall be tested using suitable statistical methods.
The approach allowed us to determine the most suitable statistical model of adjustment when the LD method is used for species with overlapping generations.
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