Optimal response modeling is studied using logistic regression, random forests, and I* algorithm of building tuned … decades. This data shows tuning logistic regression using random forest variable importance results in an optimal predictive … model even with data without interaction effects. The I* algorithm is enhanced using a 0way interaction option to tune …

The repeated median line estimator is a highly robust method for fitting a regression line to a set of n data points in … present a deterministic algorithm for the update working in O(n) time and O(n2) space. …