T
Trevor Hastie
Researcher at Stanford University
Publications - 428
Citations - 230646
Trevor Hastie is an academic researcher from Stanford University. The author has contributed to research in topics: Lasso (statistics) & Feature selection. The author has an hindex of 124, co-authored 412 publications receiving 202592 citations. Previous affiliations of Trevor Hastie include University of Waterloo & University of Toronto.
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Fast Numerical Optimization for Genome Sequencing Data in Population Biobanks
Ruilin Li,Christopher C. Chang,Yosuke Tanigawa,Balasubramanian Narasimhan,Trevor Hastie,Robert Tibshirani,Manuel A. Rivas +6 more
TL;DR: In this paper, the authors developed two efficient solvers for optimization problems arising from large-scale regularized regressions on millions of genetic variants sequenced from hundreds of thousands of individuals.
Posted Content
Assessment of Heterogeneous Treatment Effect Estimation Accuracy via Matching
TL;DR: A novel matching distance derived from proximity scores in random forests is introduced and a match‐then‐split principle is proposed for the assessment with cross‐validation of the accuracy of heterogeneous treatment effect estimation.
Posted Content
Feature-weighted elastic net: using "features of features" for better prediction.
TL;DR: The feature-weighted elastic net ("fwelnet") is proposed, which uses these "features of features" to adapt the relative penalties on the feature coefficients in the elastic net penalty to improve prediction.
Posted Content
Nuclear penalized multinomial regression with an application to predicting at bat outcomes in baseball
TL;DR: The authors proposed the nuclear norm penalty as an alternative to the ridge penalty for regularized multinomial regression, which has the advantage of leveraging underlying structure among the response categories to make better predictions.
Journal ArticleDOI
A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy
Aaron T. Mayer,Derek Holman,Anav Sood,Utkarsh Tandon,Salil S. Bhate,Sunil Bodapati,Graham L. Barlow,Sarah Black,Erica C Crenshaw,Alexander N Koron,Sarah E. Streett,Sanjiv S. Gambhir,William J. Sandborn,Brigid S. Boland,Trevor Hastie,Robert Tibshirani,Garry P. Nolan,Christian M. Schürch,Stephan Rogalla +18 more
TL;DR: In this article , the authors used the highly multiplexed immunofluorescence imaging technology CODEX to create a publicly browsable tissue atlas of inflammation in 42 tissue regions from 29 patients with UC and 5 healthy individuals.