PhD, Stanford University; BSc, BCom, University of Auckland
Gareth James is an expert on statistical methodology in the areas of functional data analysis and high dimensional statistics, with particular application to marketing problems. He has published extensively and is a co-author of one of the leading books on statistical learning methods. He teaches both MBA and PhD courses ranging from introductory statistics through to advanced modern non-linear regression techniques. Professor James has won several research and teaching awards, including two Deans awards for Research Excellence and two Golden Apple awards for his MBA courses. Dr. James has also served as the PI or Co-PI on several NSF research grants and as an Associate Editor for journals such as JASA, and Statistica Sinca. He is an elected Fellow of the American Statistical Association and a life member of the Institute of Mathematical Statistics.
Yingying Fan, Natasha Foutz, Gareth James, Wolfgang Jank
() "Functional forecasting of demand decay rates using online virtual stock markets ,"The Annals of Applied Statistics8, 2435-2460.
Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
() "An Introduction to Statistical Learning ,"Springer.
Dennis Savaiano, Andrew Ritter, Todd Klaenhammer, Gareth James, Amy Longcore, Justin Chandler, W Walker, Howard Foyt
() "Improving lactose digestion and symptoms of lactose intolerance with a novel galacto-oligosaccharide (RP-G28): a randomized, double-blind clinical trial ,"Nutrition Journal12, 160.
Tian Tian, Gareth James
() "Interpretable dimension reduction for classifying functional data ,"COMPUTATIONAL STATISTICS & DATA ANALYSIS57, 282-296.
Ashish Sood, Gareth James, Gerard Tellis, Ji Zhu
() "Predicting the Path of Technological Innovation: SAW Versus Moore, Bass, Gompertz, and Kryder ,"Marketing Science31, 964-979.
Gareth James, Wenguang Sun, Xinghao Qiao
() "Discussion of Clustering Random Curves Under Spatial Interdependence with Application to Service Accessibility ,"Technometrics54, 123-126.
Min Xu, Wenyuan Li, Gareth James, Michael Mehan, Xianghong Zhou
() "Automated Multi-dimensional Phenotypic Profiling Using Large Public Microarray Repositories ,"Proceedings of the National Academy of Sciences .
Gareth James, Peter Radchenko
() "Invited Discussion of "Sure Independence Screening for Ultrahigh Dimensional Feature Space" by Fan and Lv ,"Journal of the Royal Statistical Society, Series B70, 895-896.
() "Curve Alignment by Moments ,"Annals of Applied Statistics1, 480-501.
Gareth James, C. Sugar, R. Desai, R. Rosenheck
() "A Comparison of Outcomes Among Patients with Schizophrenia in Two Mental Health Systems: A Health State Approach ,"Schizophrenia Research 86, 309-320.
C. Sabatti, Gareth James
() "Bayesian Sparse Hidden Components Analysis for Transcription Regulation Networks ,"Bioinformatics22, 737-744.
Gareth James, A. Sood
() "Performing Hypothesis Tests on the Shape of Functional Data ,"Computational Statistics and Data Analysis50, 1774-1792.
S. Scott, Gareth James, C. Sugar
() "Using Hidden Markov Health State Models to Analyze Data from Clinical Trials ,"Journal of the American Statistical Association100, 359-369.
Gareth James, B. Silverman
() "Functional Adaptive Model Estimation ,"Journal of the American Statistical Association100, 565-576.
C. Sugar, Gareth James, L. Lenert, R. Rosenheck
() "Discrete State Analysis for Interpretation of Data from Clinical Trials ,"Medical Care42, 183-196.
Gareth James, C. Sugar
() "Clustering for Sparsely Sampled Functional Data ,"Journal of the American Statistical Association98, 397-408.
C. Sugar, Gareth James
() "Finding the Number of Clusters in a Data Set: An Information Theoretic Approach ,"Journal of the American Statistical Association98, 750-763.
() "Variance and Bias for General Loss Functions ,"Machine Learning51, 115-135.
() "Generalized Linear Models with Functional Predictor Variables ,"Journal of the Royal Statistical Society, Series B64, 411-432.
Gareth James, T. Hastie
() "Functional Linear Discriminant Analysis for Irregularly Sampled Curves ,"Journal of the Royal Statistical Society, Series B63, 587-602.
Gareth James, T. Hastie, C. Sugar
() "Principal Component Models for Sparse Functional Data ,"Biometrika87, 587-602.
Gareth James, T. Hastie
() "The Error Coding Method and PICTs ,"Journal of Computational and Graphical Statistics7, 377-387.