| Parameter estimation for differential equations: a generalized smoothing approach JO Ramsay, G Hooker, D Campbell, J Cao Journal of the Royal Statistical Society Series B: Statistical Methodology …, 2007 | 954 | 2007 |
| Accurate intelligible models with pairwise interactions Y Lou, R Caruana, J Gehrke, G Hooker Proceedings of the 19th ACM SIGKDD international conference on Knowledge …, 2013 | 848 | 2013 |
| Equilibrium Free Energies from Nonequilibrium Measurements<? format?> Using Maximum-Likelihood Methods MR Shirts, E Bair, G Hooker, VS Pande Physical review letters 91 (14), 140601, 2003 | 587 | 2003 |
| fda: Functional data analysis JO Ramsay, H Wickham, S Graves, G Hooker R package version 2 (4), 142, 2014 | 492 | 2014 |
| A practical guide to selecting models for exploration, inference, and prediction in ecology AT Tredennick, G Hooker, SP Ellner, PB Adler Ecology 102 (6), e03336, 2021 | 490 | 2021 |
| Data-intensive science: a new paradigm for biodiversity studies S Kelling, WM Hochachka, D Fink, M Riedewald, R Caruana, G Ballard, ... BioScience 59 (7), 613-620, 2009 | 463 | 2009 |
| Quantifying uncertainty in random forests via confidence intervals and hypothesis tests L Mentch, G Hooker Journal of Machine Learning Research 17 (26), 1-41, 2016 | 442 | 2016 |
| Distill-and-compare: Auditing black-box models using transparent model distillation S Tan, R Caruana, G Hooker, Y Lou Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society, 303-310, 2018 | 359 | 2018 |
| Generalized functional anova diagnostics for high-dimensional functions of dependent variables G Hooker Journal of computational and graphical statistics 16 (3), 709-732, 2007 | 333 | 2007 |
| Spatiotemporal exploratory models for broad‐scale survey data D Fink, WM Hochachka, B Zuckerberg, DW Winkler, B Shaby, MA Munson, ... Ecological Applications 20 (8), 2131-2147, 2010 | 302 | 2010 |
| Unrestricted permutation forces extrapolation: variable importance requires at least one more model, or there is no free variable importance G Hooker, L Mentch, S Zhou Statistics and Computing 31 (6), 82, 2021 | 286 | 2021 |
| Functional generalized additive models MW McLean, G Hooker, AM Staicu, F Scheipl, D Ruppert Journal of Computational and Graphical Statistics 23 (1), 249-269, 2014 | 246 | 2014 |
| An expanded modern coexistence theory for empirical applications SP Ellner, RE Snyder, PB Adler, G Hooker Ecology letters 22 (1), 3-18, 2019 | 245 | 2019 |
| Discovering additive structure in black box functions G Hooker Proceedings of the tenth ACM SIGKDD international conference on Knowledge …, 2004 | 208 | 2004 |
| S-lime: Stabilized-lime for model explanation Z Zhou, G Hooker, F Wang Proceedings of the 27th ACM SIGKDD conference on knowledge discovery & data …, 2021 | 177 | 2021 |
| Please stop permuting features: An explanation and alternatives G Hooker, L Mentch arXiv preprint arXiv:1905.03151 2, 2019 | 166 | 2019 |
| The computerized adaptive diagnostic test for major depressive disorder (CAD-MDD): a screening tool for depression RD Gibbons, G Hooker, MD Finkelman, DJ Weiss, PA Pilkonis, E Frank, ... The Journal of clinical psychiatry 74 (7), 3579, 2013 | 134 | 2013 |
| Learning global additive explanations for neural nets using model distillation S Tan, R Caruana, G Hooker, P Koch, A Gordo stat 1050 (3), 1518.68323, 2018 | 129 | 2018 |
| A framework for harmonizing multiple satellite instruments to generate a long-term global high spatial-resolution solar-induced chlorophyll fluorescence (SIF) J Wen, P Köhler, G Duveiller, NC Parazoo, TS Magney, G Hooker, L Yu, ... Remote Sensing of Environment 239, 111644, 2020 | 125 | 2020 |
| Unbiased measurement of feature importance in tree-based methods Z Zhou, G Hooker ACM Transactions on Knowledge Discovery from Data (TKDD) 15 (2), 1-21, 2021 | 121 | 2021 |