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 | 863 | 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 | 597 | 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 | 552 | 2003 |
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 | 433 | 2009 |
fda: Functional data analysis JO Ramsay, H Wickham, S Graves, G Hooker R package version 2 (4), 142, 2014 | 427 | 2014 |
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 | 340 | 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 | 282 | 2018 |
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 | 278 | 2010 |
Generalized functional anova diagnostics for high-dimensional functions of dependent variables G Hooker Journal of computational and graphical statistics 16 (3), 709-732, 2007 | 263 | 2007 |
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 | 232 | 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 | 198 | 2014 |
An expanded modern coexistence theory for empirical applications SP Ellner, RE Snyder, PB Adler, G Hooker Ecology letters 22 (1), 3-18, 2019 | 184 | 2019 |
Discovering additive structure in black box functions G Hooker Proceedings of the tenth ACM SIGKDD international conference on Knowledge …, 2004 | 172 | 2004 |
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, 1-16, 2021 | 149 | 2021 |
Please stop permuting features: An explanation and alternatives G Hooker, L Mentch arXiv preprint arXiv:1905.03151 2, 1, 2019 | 148 | 2019 |
Learning global additive explanations for neural nets using model distillation S Tan, R Caruana, G Hooker, P Koch, A Gordo stat 1050, 3, 2018 | 141 | 2018 |
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 | 112 | 2013 |
A newly discovered role of evolution in previously published consumer–resource dynamics T Hiltunen, NG Hairston Jr, G Hooker, LE Jones, SP Ellner Ecology letters 17 (8), 915-923, 2014 | 106 | 2014 |
Assessing photodamage in live-cell STED microscopy N Kilian, A Goryaynov, MD Lessard, G Hooker, D Toomre, JE Rothman, ... Nature methods 15 (10), 755-756, 2018 | 95 | 2018 |
Parameterizing state–space models for infectious disease dynamics by generalized profiling: measles in Ontario G Hooker, SP Ellner, LDV Roditi, DJD Earn Journal of The Royal Society Interface 8 (60), 961-974, 2011 | 95 | 2011 |