R
Robert Tibshirani
Researcher at Stanford University
Publications - 620
Citations - 359457
Robert Tibshirani is an academic researcher from Stanford University. The author has contributed to research in topics: Lasso (statistics) & Gene expression profiling. The author has an hindex of 147, co-authored 593 publications receiving 326580 citations. Previous affiliations of Robert Tibshirani include University of Toronto & University of California.
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Journal ArticleDOI
Recent results of elective open cholecystectomy in a North American and a European center. Comparison of complications and risk factors.
Pierre-Alain Clavien,Juan Ramon Sanabria,Gilles Mentha,François Borst,Leo Buhler,Bruno Roche,Robert Cywes,Robert Tibshirani,Adrien Rohner,Steven M. Strasberg,Steven M. Strasberg +10 more
TL;DR: Elective open cholecystectomy is a safe procedure, particularly in terms of highly morbid complications and death, and the data demonstrate the advantages of a uniform way of reporting surgical complications, which may permit meaningful comparisons among centers.
Journal ArticleDOI
"Preconditioning" for feature selection and regression in high-dimensional problems
TL;DR: This work proposes a method for variable selection that first estimates the regression function, yielding a "preconditioned" response variable, and shows that under a certain Gaussian latent variable model, application of the LASSO to the preconditioned response variable is consistent as the number of predictors and observations increases.
Journal ArticleDOI
Boolean implication networks derived from large scale, whole genome microarray datasets
TL;DR: A meta-analysis of data from thousands of microarrays for humans, mice, and fruit flies finds millions of implication relationships between genes that would be missed by other methods.
Proceedings Article
Discriminant Adaptive Nearest Neighbor Classification and Regression
Trevor Hastie,Robert Tibshirani +1 more
TL;DR: A locally adaptive form of nearest neighbor classification is proposed to try to finesse this curse of dimensionality, and a method for global dimension reduction, that combines local dimension information is proposed.
Journal ArticleDOI
Alteration of the lipid profile in lymphomas induced by MYC overexpression
Livia S. Eberlin,Meital Gabay,Alice C. Fan,Arvin M. Gouw,Robert Tibshirani,Dean W. Felsher,Richard N. Zare +6 more
TL;DR: A relationship between the appearance of specific lipid species and the overexpression of MYC in lymphomas is suggested, including many of the lipid species identified as significant for MYC-induced animal lymphoma tissue.