Giles Hooker

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Stephen EllnerCornell UniversityVerified email at cornell.edu
Lucas K MentchUniversity of PittsburghVerified email at pitt.edu
Rich CaruanaMicrosoft ResearchVerified email at microsoft.com
Peter B. AdlerProfessor of Ecology, Utah State UniversityVerified email at usu.edu
Sarah TanSalesforce / Cornell UniversityVerified email at cornell.edu
Wesley HochachkaSenior Research Associate, Lab of Ornithology, Cornell UniversityVerified email at cornell.edu
Jiguo CaoSimon Fraser UniversityVerified email at sfu.ca
Yin LouEngineer, Ant GroupVerified email at cs.cornell.edu
Mirek RiedewaldAssociate Professor of Computer Science, Northeastern UniversityVerified email at ccs.neu.edu
Zhengze ZhouMeta Platforms, Inc.; Cornell UniversityVerified email at cornell.edu
David (Dave) A. CampbellCarleton UniversityVerified email at math.carleton.ca
Robin SnyderCase Western Reserve UniversityVerified email at case.edu
Johannes GehrkeMicrosoftVerified email at microsoft.com
Brittany TellerPenn State UniversityVerified email at psu.edu
David J. WeissProfessor of Psychology, University of MinnesotaVerified email at umn.edu
Albert GordoFacebookVerified email at fb.com
David RuppertAndrew Schultz Professor of Engineering, Professor of Statistics and Data Science, CornellVerified email at cornell.edu
Andrew TredennickSenior Scientist, Metrum Research GroupVerified email at metrumrg.com
Laura E. JonesCenter for Biostatistics, Bassett Research InstituteVerified email at albany.edu
Eric BairStatistical Scientist, SciomeVerified email at sciome.com

Giles Hooker

Professor of Statistics, University of Pennsylvania

Verified email at wharton.upenn.edu - Homepage

Statistics Machine Learning Nonlinear Dynamics Functional Data Analysis


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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	875	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	637	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	560	2003
fda: Functional data analysis JO Ramsay, H Wickham, S Graves, G Hooker R package version 2 (4), 142, 2014	438	2014
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	437	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	353	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	293	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	280	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	271	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	266	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	204	2014
An expanded modern coexistence theory for empirical applications SP Ellner, RE Snyder, PB Adler, G Hooker Ecology letters 22 (1), 3-18, 2019	192	2019
Discovering additive structure in black box functions G Hooker Proceedings of the tenth ACM SIGKDD international conference on Knowledge …, 2004	179	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	177	2021
Please stop permuting features: An explanation and alternatives G Hooker, L Mentch arXiv preprint arXiv:1905.03151 2, 1, 2019	152	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	143	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	117	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	109	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	98	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	98	2011

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