Tibshirani, Robert

Regression shrinkage and selection via the lasso

Tibshirani, R. (1996) · Journal of the Royal Statistical Society Series B: Statistical Methodology

Statistical Methods and InferenceAdvanced Statistical Methods and Models

Cited by 51,482

An Introduction to the Bootstrap

Efron, B., & Tibshirani, R. J. (1994) · Chapman & Hall/CRC eBooks

Statistical Methods and InferenceMarkov Chains and Monte Carlo Methods

Cited by 40,500

The Elements of Statistical Learning

Hastie, T., Tibshirani, R., & Friedman, J. (2009) · Springer Series in Statistics

Statistical Methods and ApplicationsStatistical Methods and Inference

Cited by 25,970

The Elements of Statistical Learning

Hastie, T., Friedman, J., & Tibshirani, R. (2001) · Springer Series in Statistics

Statistical Methods and InferenceStatistical Methods and Applications

Cited by 24,162

An Introduction to the Bootstrap

Efron, B., & Tibshirani, R. J. (1993) · Springer eBooks

Statistical Methods and InferenceStatistical Methods and Applications

Cited by 21,230

Regularization Paths for Generalized Linear Models via Coordinate Descent

Friedman, J., Hastie, T., & Tibshirani, R. (2010) · Journal of Statistical Software

Statistical Methods and InferenceStochastic Gradient Optimization Techniques

Cited by 19,927

An Introduction to Statistical Learning

James, G., Witten, D., Hastie, T., & Tibshirani, R. (2013) · Springer Texts in Statistics

Statistical Methods and ApplicationsStatistical Methods and Inference

Cited by 12,106

Significance analysis of microarrays applied to the ionizing radiation response

Tusher, V. G., Tibshirani, R., & Chu, G. (2001) · Proceedings of the National Academy of Sciences

Gene expression and cancer classificationBioinformatics and Genomic Networks

Cited by 10,568

Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling

Alizadeh, A. A., Eisen, M. B., Davis, R. E., Ma, C., Lossos, I. S., Rosenwald, A., Boldrick, J. C., Sabet, H., Tran, T., Yu, X., et al. (2000) · Nature

Lymphoma Diagnosis and TreatmentBreast Cancer Treatment Studies

Cited by 9,925

Statistical significance for genomewide studies

Storey, J. D., & Tibshirani, R. (2003) · Proceedings of the National Academy of Sciences

Statistical Methods in Clinical TrialsGenetic Associations and Epidemiology

Cited by 9,692

Least angle regression

Efron, B., Hastie, T., Johnstone, I., & Tibshirani, R. (2004) · The Annals of Statistics

Statistical Methods and InferenceAdvanced Statistical Methods and Models

Cited by 9,357

Additive logistic regression: a statistical view of boosting (with discussion and a rejoinder by the authors)

Friedman, J., Hastie, T., & Tibshirani, R. (2000) · The Annals of Statistics

Imbalanced Data Classification TechniquesStatistical Methods and Inference

Cited by 6,884

Sparse inverse covariance estimation with the graphical lasso

Friedman, J., Hastie, T., & Tibshirani, R. (2008) · Biostatistics

Statistical Methods and InferenceSparse and Compressive Sensing Techniques

Cited by 6,355

Estimating the Number of Clusters in a Data Set Via the Gap Statistic

Tibshirani, R., Walther, G., & Hastie, T. (2001) · Journal of the Royal Statistical Society Series B: Statistical Methodology

Advanced Clustering Algorithms ResearchBayesian Methods and Mixture Models

Cited by 6,205

Bootstrap Methods for Standard Errors, Confidence Intervals, and Other Measures of Statistical Accuracy

Efron, B., & Tibshirani, R. (1986) · Statistical Science

Statistical Methods and InferenceProbability and Statistical Research

Cited by 6,033

Missing Value Estimation Methods for DNA Microarrays

Troyanskaya, O., Cantor, M., Sherlock, G., Brown, P., Hastie, T., Tibshirani, R., Botstein, D., & Altman, R. B. (2001) · Bioinformatics

Gene expression and cancer classificationGenomics and Phylogenetic Studies

Cited by 4,230

Sparse Principal Component Analysis

Zou, H., Hastie, T., & Tibshirani, R. (2006) · Journal of Computational and Graphical Statistics

Statistical Methods and InferenceStatistical Methods and Applications

Cited by 3,152

Genomic responses in mouse models poorly mimic human inflammatory diseases

Seok, J., Warren, H. S., Cuenca, A. G., Mindrinos, M. N., Baker, H. V., Xu, W., Richards, D. R., McDonald-Smith, G. P., Gao, H., Hennessy, L., et al. (2013) · Proceedings of the National Academy of Sciences

Animal testing and alternativesImmune Response and Inflammation

Cited by 3,005

Empirical Bayes analysis of a microarray experiment

Efron, B., Tibshirani, R., Storey, J. D., & Tusher, V. (2001) · Journal of the American Statistical Association

Gene expression and cancer classificationBioinformatics and Genomic Networks

Cited by 1,733

Increasing value and reducing waste in research design, conduct, and analysis

Ioannidis, J. P. A., Greenland, S., Hlatky, M. A., Khoury, M. J., Macleod, M. R., Moher, D., Schulz, K. F., & Tibshirani, R. (2014) · The Lancet

Meta-analysis and systematic reviewsStatistical Methods in Epidemiology

Cited by 1,597

A Sparse-Group Lasso

Simon, N., Friedman, J., Hastie, T., & Tibshirani, R. (2013) · Journal of Computational and Graphical Statistics

Statistical Methods and InferenceSparse and Compressive Sensing Techniques

Cited by 1,380

Statistical data analysis in the computer age

Efron, B., & Tibshirani, R. (1991) · Science

Statistical Methods and ApplicationsStatistical and numerical algorithms

Cited by 1,192

Classification and prediction of clinical Alzheimer's diagnosis based on plasma signaling proteins

Ray, S., Britschgi, M., Herbert, C., Takeda-Uchimura, Y., Boxer, A., Blennow, K., Friedman, L. F., Galasko, D. R., Jutel, M., Karydas, A., et al. (2007) · Nature Medicine

Dementia and Cognitive Impairment ResearchAlzheimer's disease research and treatments

Cited by 1,048

Robustness, scalability, and integration of a wound-response gene expression signature in predicting breast cancer survival

Chang, H. Y., Nuyten, D. S. A., Sneddon, J. B., Hastie, T., Tibshirani, R., Sørlie, T., Dai, H., He, Y. D., van't Veer, L. J., Bartelink, H., et al. (2005) · Proceedings of the National Academy of Sciences

Breast Cancer Treatment StudiesGene expression and cancer classification

Cited by 981