High-dimensional pharmacogenetic prediction of a continuous trait using machine learning techniques with application to warfarin dose prediction in African Americans

On safari to Random Jungle: a fast implementation of Random Forests for high-dimensional data

(2010) Daniel F. Schwarz et al.   BIOINFORMATICS

Warfarin pharmacogenetics: a single VKORC1 polymorphism is predictive of dose across 3 racial groups

(2010) N. A. Limdi et al.   BLOOD

An application of Random Forests to a genome-wide association dataset: Methodological considerations & new findings

(2010) Benjamin A Goldstein et al.   BMC GENETICS

Identification of Type 2 Diabetes-associated combination of SNPs using Support Vector Machine

(2010) Hyo-Jeong Ban et al.   BMC GENETICS

Genetic Variants and Their Interactions in the Prediction of Increased Pre-Clinical Carotid Atherosclerosis: The Cardiovascular Risk in Young Finns Study

(2010) Sebastian Okser et al.   PLoS Genetics

A study on application of single nucleotide polymorphism and machine learning techniques to diagnosis of chronic hepatitis

(2009) Saangyong Uhmn et al.   EXPERT SYSTEMS

Machine learning in genome-wide association studies

(2009) Silke Szymczak et al.   GENETIC EPIDEMIOLOGY

Estimation of the Warfarin Dose with Clinical and Pharmacogenetic Data

(2009)   NEW ENGLAND JOURNAL OF MEDICINE

From Disease Association to Risk Assessment: An Optimistic View from Genome-Wide Association Studies on Type 1 Diabetes

(2009) Zhi Wei et al.   PLoS Genetics

The largest prospective warfarin-treated cohort supports genetic forecasting

(2008) M. Wadelius et al.   BLOOD

Use of Pharmacogenetic and Clinical Factors to Predict the Therapeutic Dose of Warfarin

(2008) BF Gage et al.   CLINICAL PHARMACOLOGY & THERAPEUTICS

Dosing Algorithms to Predict Warfarin Maintenance Dose in Caucasians and African Americans

(2008) H Schelleman et al.   CLINICAL PHARMACOLOGY & THERAPEUTICS

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY

VKORC1polymorphisms, haplotypes and haplotype groups on warfarin dose among African–Americans and European–Americans

(2008) Nita A Limdi et al.   PHARMACOGENOMICS

Ethnic differences in warfarin maintenance dose requirement and its relationship with genetics

(2008) Hedi Schelleman et al.   PHARMACOGENOMICS

Warfarin Pharmacogenetics

(2008) Nita A Limdi et al.   PHARMACOTHERAPY