The Data Science Lab Random Forest Regression and Bagging Regression Using C# Dr. James McCaffrey from Microsoft Research presents a complete end-to-end demonstration of the random forest regression ...

A key observation is that these properties are closely related to the relevance and exclusion requirements of valid instrumental variables. We design a data-driven procedure to select tuples of ...

We develop new modeling for personalized treatment for longitudinal studies involving high heterogeneity of treatment effects. Incorporating subjectspecific information into the treatment assignment ...