DATA 541 Advanced Estimation Methods

Predictive modeling methods for continuous response variables. Focus on feature selection and building and validating predictive models based on regularized regression approaches. Topics may include: multiple regression, partial least-squares regression, ridge regression, lasso, elastic net, least-angle regression, random forests for regression, and support vector machines for regression.