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An Introduction to Statistical Learning: with Applications in R by Gareth James

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Hastie and Tibshirani developed generalized additive models and wrote a popular book of that title. Tibshirani proposed the lasso and is co-author of the very successful An Introduction to the Bootstrap.

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