Hooker, Giles

Parameter estimation for differential equations: a generalized smoothing approach

Ramsay, J. O., Hooker, G., Campbell, D., & Cao, J. (2007) · Journal of the Royal Statistical Society Series B: Statistical Methodology

Control Systems and IdentificationStatistical and numerical algorithms

Cited by 613

Accurate intelligible models with pairwise interactions

Lou, Y., Caruana, R., Gehrke, J., & Hooker, G. (2013) · Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining

Explainable Artificial Intelligence (XAI)Statistical Methods and Applications

Cited by 564

Unrestricted permutation forces extrapolation: variable importance requires at least one more model, or there is no free variable importance

Hooker, G., Mentch, L., & Zhou, S. (2021) · Statistics and Computing

Explainable Artificial Intelligence (XAI)Statistical Methods and Inference

Cited by 264

The Computerized Adaptive Diagnostic Test for Major Depressive Disorder (CAD-MDD): A Screening Tool for Depression

Gibbons, R. D., Hooker, G., Finkelman, M. D., Weiss, D. J., Pilkonis, P. A., Frank, E., Moore, T., & Kupfer, D. J. (2013) · The Journal of Clinical Psychiatry

Anxiety, Depression, Psychometrics, Treatment, Cognitive ProcessesPsychometric Methodologies and Testing

Cited by 101

Comments on: A random forest guided tour

Hooker, G., & Mentch, L. (2016) · Test

Statistical Methods and InferenceStatistical Methods and Applications

Cited by 7

Fairness Testing for Algorithmic Pricing

Huang, F., & Hooker, G. (2026) · arXiv

Ethics and Social Impacts of AINames, Identity, and Discrimination Research

Cited by 2