Trevor Hastie
Publications
- Elements of Statistical Learning: datamining, inference, and prediction (second edition) Springer. 2009
- Generalized Additive Models --. 1990
- Coronary risk assessment among intermediate risk patients using a clinical and biomarker based algorithm developed and validated in two population cohorts. Curr Med Res Opin. 2012; (11): 1819-30
- No increased mortality with early aortic aneurysm disease. J Vasc Surg. 2012; (5): 1246-51
- A fused lasso latent feature model for analyzing multi-sample aCGH data. Biostatistics. 2011; (4): 776-91
- Cell type-specific gene expression differences in complex tissues. Nat Methods. 2010; (4): 287-9
- Discovery of molecular subtypes in leiomyosarcoma through integrative molecular profiling. Oncogene. 2010; (6): 845-54
- Network-based elucidation of human disease similarities reveals common functional modules enriched for pluripotent drug targets. PLoS Comput Biol. 2010; (2): e1000662
- Regularization Paths for Generalized Linear Models via Coordinate Descent. J Stat Softw. 2010; (1): 1-22
- Spectral Regularization Algorithms for Learning Large Incomplete Matrices. J Mach Learn Res. 2010: 2287-2322
- A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis. Biostatistics. 2009; (3): 515-34
- Genome-wide association analysis by lasso penalized logistic regression. Bioinformatics. 2009; (6): 714-21
- Presence-only data and the em algorithm. Biometrics. 2009; (2): 554-63
- A working guide to boosted regression trees. J Anim Ecol. 2008; (4): 802-13
- Combining biological gene expression signatures in predicting outcome in breast cancer: An alternative to supervised classification. Eur J Cancer. 2008; (15): 2319-29
- New cutpoints to identify increased HER2 copy number: analysis of a large, population-based cohort with long-term follow-up. Breast Cancer Res Treat. 2008; (3): 453-9
- Penalized logistic regression for detecting gene interactions. Biostatistics. 2008; (1): 30-50
- Radiation-induced gene expression in human subcutaneous fibroblasts is predictive of radiation-induced fibrosis. Radiother Oncol. 2008; (3): 314-20
- Risk estimation of distant metastasis in node-negative, estrogen receptor-positive breast cancer patients using an RT-PCR based prognostic expression signature. BMC Cancer. 2008: 339
- Sparse inverse covariance estimation with the graphical lasso. Biostatistics. 2008; (3): 432-41
- Averaged gene expressions for regression. Biostatistics. 2007; (2): 212-27
- Characterization of heterotypic interaction effects in vitro to deconvolute global gene expression profiles in cancer. Genome Biol. 2007; (9): R191
- Does cancer risk affect health-related quality of life in patients with Barrett's esophagus? Gastrointest Endosc. 2007; (1): 16-25
- Gene expression programs of human smooth muscle cells: tissue-specific differentiation and prognostic significance in breast cancers. PLoS Genet. 2007; (9): 1770-84
- Outlier sums for differential gene expression analysis. Biostatistics. 2007; (1): 2-8
- Regularized linear discriminant analysis and its application in microarrays. Biostatistics. 2007; (1): 86-100
- Gene expression programs in response to hypoxia: cell type specificity and prognostic significance in human cancers. PLoS Med. 2006; (3): e47
- Microarray analysis of the transcriptional response to single or multiple doses of ionizing radiation in human subcutaneous fibroblasts. Radiother Oncol. 2005; (3): 231-40
- Patient-derived health state utilities for gastroesophageal reflux disease. Am J Gastroenterol. 2005; (3): 524-33
- Quantitative measurements of alternating finger tapping in Parkinson's disease correlate with UPDRS motor disability and reveal the improvement in fine motor control from medication and deep brain stimulation. Mov Disord. 2005; (10): 1286-98
- Robustness, scalability, and integration of a wound-response gene expression signature in predicting breast cancer survival. Proc Natl Acad Sci U S A. 2005; (10): 3738-43
- Classification of gene microarrays by penalized logistic regression. Biostatistics. 2004; (3): 427-43
- Efficient quadratic regularization for expression arrays. Biostatistics. 2004; (3): 329-40
- Microelectrode recording revealing a somatotopic body map in the subthalamic nucleus in humans with Parkinson disease. J Neurosurg. 2004; (4): 611-8
- Mitral annular size predicts Alfieri stitch tension in mitral edge-to-edge repair. J Heart Valve Dis. 2004; (2): 165-73
- Sample classification from protein mass spectrometry, by 'peak probability contrasts'. Bioinformatics. 2004; (17): 3034-44
- Gene expression patterns in ovarian carcinomas. Mol Biol Cell. 2003; (11): 4376-86
- Ischemia in three left ventricular regions: Insights into the pathogenesis of acute ischemic mitral regurgitation. J Thorac Cardiovasc Surg. 2003; (3): 559-69
- Note on "Comparison of model selection for regression" by Vladimir Cherkassky and Yunqian Ma. Neural Comput. 2003; (7): 1477-80
- Post-transplantation lymphoproliferative disease in heart and heart-lung transplant recipients: 30-year experience at Stanford University. J Heart Lung Transplant. 2003; (5): 505-14
- Repeated observation of breast tumor subtypes in independent gene expression data sets. Proc Natl Acad Sci U S A. 2003; (14): 8418-23
- Cortisol and behavior in fragile X syndrome. Psychoneuroendocrinology. 2002; (7): 855-72
- Diagnosis of multiple cancer types by shrunken centroids of gene expression. Proc Natl Acad Sci U S A. 2002; (10): 6567-72
- Optimization and evaluation of T7 based RNA linear amplification protocols for cDNA microarray analysis. BMC Genomics. 2002; (1): 31
- Risk factors for progressive cartilage loss in the knee: a longitudinal magnetic resonance imaging study in forty-three patients. Arthritis Rheum. 2002; (11): 2884-92
- Brain anatomy, gender and IQ in children and adolescents with fragile X syndrome. Brain. 2001; (Pt 8): 1610-8
- Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications. Proc Natl Acad Sci U S A. 2001; (19): 10869-74
- Missing value estimation methods for DNA microarrays. Bioinformatics. 2001; (6): 520-5
- Posttransplantation lymphoproliferative disease in heart and heart-lung transplant recipients: thirty years experience at our hospital. J Heart Lung Transplant. 2001; (2): 258
- Supervised harvesting of expression trees. Genome Biol. 2001; (1): RESEARCH0003
- 'Gene shaving' as a method for identifying distinct sets of genes with similar expression patterns. Genome Biol. 2000; (2): RESEARCH0003
- Prediction of risk for patients with unstable angina. Evid Rep Technol Assess (Summ). 2000; (31): 1-3
- An evaluation of beta-blockers, calcium antagonists, nitrates, and alternative therapies for stable angina. Evid Rep Technol Assess (Summ). 1999; (10): 1-2
- Bone mineral acquisition in healthy Asian, Hispanic, black, and Caucasian youth: a longitudinal study. J Clin Endocrinol Metab. 1999; (12): 4702-12
- Meta-analysis of trials comparing beta-blockers, calcium antagonists, and nitrates for stable angina. JAMA. 1999; (20): 1927-36
- Modeling and superposition of multiple protein structures using affine transformations: analysis of the globins. Pac Symp Biocomput. 1998: 509-20
- Regression analysis of multiple protein structures. J Comput Biol. 1998; (3): 585-95
- Generalized additive models for medical research. Stat Methods Med Res. 1995; (3): 187-96
- Flexible covariate effects in the proportional hazards model. Breast Cancer Res Treat. 1992; (3): 241-50
- An analysis of gestational age, neonatal size and neonatal death using nonparametric logistic regression. J Clin Epidemiol. 1990; (11): 1179-90
- Exploring the nature of covariate effects in the proportional hazards model. Biometrics. 1990; (4): 1005-16
- Regression with an ordered categorical response. Stat Med. 1989; (7): 785-94
- Closed mitral valvotomy: actuarial analysis of results in 654 patients over 12 years and analysis of preoperative predictors of long-term survival. Ann Thorac Surg. 1982; (5): 473-9
- Risk of asbestosis in crocidolite and amosite mines in South Africa. Ann N Y Acad Sci. 1979: 35-52
- [Survey of antibiotic resistance in gram-negative bacteria using the cross product ratio]. Zentralbl Bakteriol Orig A. 1979; (4): 483-9

