Elements Of Statistical Learning | The

: Modern topics like the Lasso , Random Forests, and methods for "wide data" where the number of predictors exceeds the number of observations. Authors' Significance

The authors are pioneers in the field who developed many of the tools described in the book:

: Developed Generalized Additive Models ; Tibshirani is the creator of the Lasso .