Publications

Books

  The Elements of Statistical Learning
 
  Generalized Additive Models
 
  An Introduction to the Bootstrap
 
 
  The Elements of Statistical Learning: Data Mining, Inference, and Prediction (Springer Series in Statistics) by T. Hastie, R. Tibshirani, J. H. Friedman.   Generalized Additive Models by Trevor J. Hastie, Rob J. Tibshirani.   An Introduction to the Bootstrap by Bradley Efron and Robert Tibshirani.  

Selected recent publications:
 
1.   Donald Redelmeier and Robert Tibshirani, "Why cars in the next lane seem to go faster". Nature 1999; 401:35-36.
 
2.   Tibshirani, R., Hastie, T. Eisen, M., Ross, D. , Botstein, D. and Brown, P. "Clustering methods for the analysis of DNA microarray data" (compressed postscript 4.8mb). Tech. Report, 1999.
 
3.   Virginia Tusher, Robert Tibshirani and Gilbert Chu. "Significance analysis of microarrays applied to the ionizing radiation response." (ps file) (pdf version). PNAS 98: 5116-5124 (April 24) "Raw data"
 
4.   Bradley Efron, John Storey, Robert Tibshirani, Virginia Tusher. "Empirical Bayes Analysis of a Microarray Experiment" (ps file) (pdf version). Tech report, October 2000. "Raw data"
 
5.   Trevor Hastie, Robert Tibshirani, David Botstein and Pat Brown, "Supervised Harvesting of Expression Trees" (ps file) (pdf version). Tech. report. August 2000. Published in Genome Biology, 2001 (www.genomebiology.com)
 
6.   Donald Redelmeier and Robert Tibshirani, "Are those other drivers really going faster?". Chance 2000;13:8-14.
 
7.   Robert Tibshirani, Guenther Walther and Trevor Hastie. "Estimating the number of clusters in a dataset via the Gap statistic" (ps file) (pdf version). Tech. report. March 2000. Published in JRSSB 2000.
 
8.   Alizadeh, A. and 23 others. "Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling" Nature 403, 503-511 (2000).
 
9.   Trevor Hastie, Robert Tibshirani, Michael Eisen, Pat Brown, Doug Ross, Uwe Scherf, John Weinstein, Ash Alizadeh, Louis Staudt, David Botstein. "Gene Shaving: a New Class of Clustering Methods for Expression Arrays". Tech. report. Jan 2000.
 
10.   Therese Sorlie, Perou, C., Robert Tibshirani, Turid Aas, Stephanie Geisler, Hilde Johnsenb, Trevor Hastie, Michael B. Eisenh, Matt van de Rijn, Stefanie S. Jeffrey, Thor Thorsen, Hanne Quist, John C. Matese, Patrick O. Brown, David Botstein, Per Eystein Lonninngg, and Anne-Lise Borresen-Daleb. Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications. PNAS 98: 10869-10874. (pdf version).
 
11.   Bradley Efron and Robert Tibshirani. "Microarrays, Empirical Bayes Methods, and False Discovery Rates" (ps file) (pdf version).
 
12.   Robert Tibshirani, Guenther Walther, David Botstein and Pat Brown "Cluster validation by prediction strength" (ps file) (pdf version).
 
13.   Robert Tibshirani, Trevor Hastie, Balasubramanian Narasimhan, Michael Eisen, Gavin Sherlock, Pat Brown, and David Botstein. "Exploratory screening of genes and clusters from microarray experiments" (ps file) (pdf version).
 
14.   Tusher V, Tibshirani R & Chu G: Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci USA 98: 5116-5121, 2001
 
15.   Robert Tibshirani, Trevor Hastie, Balasubramanian Narasimhan, and Gilbert Chu. "Diagnosis of multiple cancer types by shrunken centroids of gene expression" (PNAS website). PNAS 2002 99:6567-6572 (May 14).
 
16.   Robert Tibshirani and Bradley Efron. Pre-validation and inference in microarrays. Published in Statistical Applications in Genetics and Molecular Biology. Vol 1, No. 1, 2002.
 
17.   Brad Efron, Trevor Hastie, Iain Johnstone, Rob Tibshirani. Least angle regression (ps file) (pdf version). Tech. report, Mar 2002. Co-authors LARS software for Splus, and a Splus helpfile. The software computes the entire LAR, Lasso or Stagewise path in the same order of computations as a single least-squares fit. The Lasso page.
 
18.   Robert Tibshirani, Michael Saunders, Saharon Rosset, and Ji Zhu. Sparsity and smoothness via the fused lasso. 2003 (ps file) (pdf file).
 
19.   Eric Bair and Robert Tibshirani. Semi-supervised methods to predict patient survival from gene expression data. 2003 (ps file) (pdf file).
 
20.   John Storey and Robert Tibshirani. Statistical significance for genome-wide experiments. 2003 (pdf file).
 
21.   Robert Tibshirani and Eric Bair. Improved detection of differential gene expression through the singular value decomposition. 2003 (ps file) (pdf file).
 
22. Robert Tibshirani, Trevor Hastie, Balasubramanian Narasimhan, and Gilbert Chu. Class prediction by nearest shrunken centroids, with applications to DNA microarrays (pdf file). This is a more statistical version of the PNAS paper above. Published in Statistical Science, 2003.