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TREVOR HASTIE

The John A. Overdeck Professor
Professor of Statistics
Professor of Biomedical Data Science
Stanford University



Welcome to my home page. I have a joint appointment in the Department of
Statistics at Stanford University, and the Department of Biomedical Data Science
in the Stanford School of Medicine.

I have been on the faculty at Stanford since August, 1994. Before that I was a
member of the technical staff at AT&T Bell Laboratories, Murray Hill, New
Jersey, where I worked for 9 years. In 2018 I was elected to the United States
National Academy of Sciences. I am a dual citizen of the United States and South
Africa. For more details, click on the link to my biography.






Introduction to Statistical Learning, with applications in R (2nd edition)
Published August 1, 2021. Available in eprint from Springer.
Orders can be placed for hardcover, available August 30, 2021.
Three additional chapters in additional 179 pages:

 * Deep Learning
 * Survival Analysis and Survival Data
 * Multiple Testing


glmnet 4.0 released May 2020 and on CRAN. Major addition is full GLM family
functionality. Any legitimate GLM family object can be passed as the family
argument to glmnet, over and above the built-in (and more computationally
efficient) families which are specified by character strings.
All the new features of glmnet 3.0 apply, including relaxed lasso and elastic
net, software for model assessment, functions for building the X matrix that can
deal with NAs and factor inputs, a progress bar for fitting big models, and
more.



Statistical Learning MOOC with Rob Tibshirani.
January, 2020. Now hosted by edX in self-paced mode. See link for details of
course and certification.




Interview with Jon Gurstelle for Statistics Views, November 2016



glmnet in python ported by BJ Balakumar October 2016


Computer Age Statistical Inference with Bradley Efron.
Cambridge University Press, August 2016


Statistical Learning with Sparsity with Martin Wainwright and Rob Tibshirani.
Chapman and Hall, May 2015.











 © copyright 2003 Trevor Hastie - All rights reserved.