List of works - Trevor Hastie

Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications

scientific article (publication date: 11 September 2001)

Repeated observation of breast tumor subtypes in independent gene expression data sets

scientific article (publication date: 8 July 2003)

Regularization Paths for Generalized Linear Models via Coordinate Descent

scientific article (publication date: 2010)

Diagnosis of multiple cancer types by shrunken centroids of gene expression

scientific article

Missing value estimation methods for DNA microarrays

scientific article (publication date: June 2001)

A statistical explanation of MaxEnt for ecologists

scientific article published in 2010

A working guide to boosted regression trees

scientific article published on 8 April 2008

Sparse inverse covariance estimation with the graphical lasso

scientific article

Least angle regression

article; Efron et al (2004)

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

scientific article

The Elements of Statistical Learning

second edition, 2009

Regularization and variable selection via the elastic net

scientific article published in April 2005

Gene expression programs in response to hypoxia: cell type specificity and prognostic significance in human cancers

scientific article

A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis

scientific article published on 17 April 2009

Genome-wide association analysis by lasso penalized logistic regression

scientific article published on 28 January 2009

Regularization Paths for Cox's Proportional Hazards Model via Coordinate Descent

scientific article

Cell type-specific gene expression differences in complex tissues

scientific article published on 07 March 2010

REVEL: An Ensemble Method for Predicting the Pathogenicity of Rare Missense Variants

scientific article published on 21 September 2016

Generalized linear and generalized additive models in studies of species distributions: setting the scene

article

An Introduction to Statistical Learning with Applications in R

Book by James et al; First edition (2013)

Bone mineral acquisition in healthy Asian, Hispanic, black, and Caucasian youth: a longitudinal study

scientific article published on December 1999

Gene expression patterns in ovarian carcinomas

scientific article

'Gene shaving' as a method for identifying distinct sets of genes with similar expression patterns

scientific article

Penalized logistic regression for detecting gene interactions

scientific article published on 11 April 2007

Network-based elucidation of human disease similarities reveals common functional modules enriched for pluripotent drug targets

scientific article

Generalized additive models for medical research

scientific article published in September 1995

Meta-analysis of Trials Comparing β-Blockers, Calcium Antagonists, and Nitrates for Stable Angina

scientific article published in The Journal of the American Medical Association

Regularized linear discriminant analysis and its application in microarrays

scientific article published on 7 April 2006

Strong rules for discarding predictors in lasso-type problems

scientific article

Variation in demersal fish species richness in the oceans surrounding New Zealand: an analysis using boosted regression trees

article

Making better biogeographical predictions of species' distributions

article

Optimization and evaluation of T7 based RNA linear amplification protocols for cDNA microarray analysis

scientific article

Outlier sums for differential gene expression analysis

scientific article published on 15 May 2006

Discovery of molecular subtypes in leiomyosarcoma through integrative molecular profiling

scientific article

Additive logistic regression: a statistical view of boosting

scientific article published in 2000

Classification of gene microarrays by penalized logistic regression

scientific article published on 01 July 2004

Brain anatomy, gender and IQ in children and adolescents with fragile X syndrome

scientific article published in August 2001

Accuracy in Wrist-Worn, Sensor-Based Measurements of Heart Rate and Energy Expenditure in a Diverse Cohort

scientific article

Sample classification from protein mass spectrometry, by 'peak probability contrasts'.

scientific article published on 29 June 2004

Risk factors for progressive cartilage loss in the knee: a longitudinal magnetic resonance imaging study in forty-three patients

scientific article published on 01 November 2002

Spectral Regularization Algorithms for Learning Large Incomplete Matrices.

scientific article

Exploring the nature of covariate effects in the proportional hazards model

scientific article published in December 1990

Bias correction in species distribution models: pooling survey and collection data for multiple species

scientific article

SparseNet: Coordinate Descent With Nonconvex Penalties

scientific article

Cortisol and behavior in fragile X syndrome

scientific article published in October 2002

Characterization of heterotypic interaction effects in vitro to deconvolute global gene expression profiles in cancer

scientific article published on January 2007

Classification by pairwise coupling

scientific article published in Annals of Statistics in 1998

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

scientific article

Comparative performance of generalized additive models and multivariate adaptive regression splines for statistical modelling of species distributions

article

Presence-only data and the em algorithm

scientific article

List of works by Trevor Hastie

Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications

Repeated observation of breast tumor subtypes in independent gene expression data sets

Regularization Paths for Generalized Linear Models via Coordinate Descent

Diagnosis of multiple cancer types by shrunken centroids of gene expression

Missing value estimation methods for DNA microarrays

A statistical explanation of MaxEnt for ecologists

A working guide to boosted regression trees

Sparse inverse covariance estimation with the graphical lasso

Least angle regression

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

The Elements of Statistical Learning

Regularization and variable selection via the elastic net

Gene expression programs in response to hypoxia: cell type specificity and prognostic significance in human cancers

A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis

Genome-wide association analysis by lasso penalized logistic regression

Regularization Paths for Cox's Proportional Hazards Model via Coordinate Descent

Cell type-specific gene expression differences in complex tissues

REVEL: An Ensemble Method for Predicting the Pathogenicity of Rare Missense Variants

Generalized linear and generalized additive models in studies of species distributions: setting the scene

An Introduction to Statistical Learning with Applications in R

Bone mineral acquisition in healthy Asian, Hispanic, black, and Caucasian youth: a longitudinal study

Gene expression patterns in ovarian carcinomas

'Gene shaving' as a method for identifying distinct sets of genes with similar expression patterns

Penalized logistic regression for detecting gene interactions

Network-based elucidation of human disease similarities reveals common functional modules enriched for pluripotent drug targets

Generalized additive models for medical research

Meta-analysis of Trials Comparing β-Blockers, Calcium Antagonists, and Nitrates for Stable Angina

Regularized linear discriminant analysis and its application in microarrays

Strong rules for discarding predictors in lasso-type problems

Variation in demersal fish species richness in the oceans surrounding New Zealand: an analysis using boosted regression trees

Making better biogeographical predictions of species' distributions

Optimization and evaluation of T7 based RNA linear amplification protocols for cDNA microarray analysis

Outlier sums for differential gene expression analysis

Discovery of molecular subtypes in leiomyosarcoma through integrative molecular profiling

Additive logistic regression: a statistical view of boosting

Classification of gene microarrays by penalized logistic regression

Brain anatomy, gender and IQ in children and adolescents with fragile X syndrome

Accuracy in Wrist-Worn, Sensor-Based Measurements of Heart Rate and Energy Expenditure in a Diverse Cohort

Sample classification from protein mass spectrometry, by 'peak probability contrasts'.

Risk factors for progressive cartilage loss in the knee: a longitudinal magnetic resonance imaging study in forty-three patients

Spectral Regularization Algorithms for Learning Large Incomplete Matrices.

Exploring the nature of covariate effects in the proportional hazards model

Bias correction in species distribution models: pooling survey and collection data for multiple species

SparseNet: Coordinate Descent With Nonconvex Penalties

Cortisol and behavior in fragile X syndrome

Characterization of heterotypic interaction effects in vitro to deconvolute global gene expression profiles in cancer

Classification by pairwise coupling

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

Comparative performance of generalized additive models and multivariate adaptive regression splines for statistical modelling of species distributions

Presence-only data and the em algorithm