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The filter method uses a ranking to provide scores to each variable, either based on univariate statistics or depending on the target variable.
These cutoffs may be based on univariate statistics or on correlations in the data.
Selecting the SNPs based on univariate statistics can lead to redundancy in the selected SNPs, while using arbitrary cut-off thresholds can result in either uninformative data being used or useful information being ignored.
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Design values are often based on univariate statistical analysis, while actually multivariate statistics is more appropriate for modeling the whole structure.
A statistical significant level was computed for each gene based on univariate proportional hazards models.
*Significant association with mortality based on univariate logistic regression analysis.
Analysis was based on univariate and multivariate analysis.
So, in BDA analyzing the dataset based on univariate outlier detection method leads to epistemological pitfall.
The interpretation of the data was based on univariate analysis, descriptive at first.
When classes are equidistant, the classifiers based on univariate scoring perform well.
Based on univariate analysis, the effects of pT and clinical stages on prognosis were also observed.
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CEO of Professional Science Editing for Scientists @ prosciediting.com