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Third, we choose the top genes based on univariate filtering, adjusting for patient age.
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For the interaction network based methods, we first filter the gene expression probes to the top 5,000 probes based on univariate regression p-values, though genes with no univariate effect could be implicated through only interactive effects.
The filter method uses a ranking to provide scores to each variable, either based on univariate statistics or depending on the target variable.
Analysis was based on univariate and multivariate analysis.
*Significant association with mortality based on univariate logistic regression analysis.
The interpretation of the data was based on univariate analysis, descriptive at first.
So, in BDA analyzing the dataset based on univariate outlier detection method leads to epistemological pitfall.
It uses a powerful reduction strategy based on univariate root finder using Bernstein basis representation and Descarte's rule.
Demographic variables (age and sex) were selected based on univariate analysis, with p values < 0.2 used as cutoff.
When classes are equidistant, the classifiers based on univariate scoring perform well.
A statistical significant level was computed for each gene based on univariate proportional hazards models.
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