You can use the following variable selection methods:
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Before picking relevant variables, remove the associated variables.
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Select variables that are dependent on the p values using linear regression.
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Backward, forward, and stepwise selection are all options.
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Use Xgboost, Random Forest, and a variable significance chart to plot your results.
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Calculate the information gain for the provided collection of features and choose the top n features based on the results.