Giles Hooker
Giles Hooker
Professor of Statistics, University of Pennsylvania
Verified email at - Homepage
Cited by
Cited by
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
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
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
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
fda: Functional data analysis
JO Ramsay, H Wickham, S Graves, G Hooker
R package version 2 (4), 142, 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
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
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
Generalized functional anova diagnostics for high-dimensional functions of dependent variables
G Hooker
Journal of computational and graphical statistics 16 (3), 709-732, 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
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
An expanded modern coexistence theory for empirical applications
SP Ellner, RE Snyder, PB Adler, G Hooker
Ecology letters 22 (1), 3-18, 2019
Discovering additive structure in black box functions
G Hooker
Proceedings of the tenth ACM SIGKDD international conference on Knowledge …, 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
Please stop permuting features: An explanation and alternatives
G Hooker, L Mentch
arXiv preprint arXiv:1905.03151 2, 1, 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
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
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
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
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
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