Giles Hooker

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Coauteurs

Stephen EllnerCornell UniversityAdresse e-mail validée de cornell.edu
Lucas K MentchUniversity of PittsburghAdresse e-mail validée de pitt.edu
Rich CaruanaMicrosoft ResearchAdresse e-mail validée de microsoft.com
Peter B. AdlerProfessor of Ecology, Utah State UniversityAdresse e-mail validée de usu.edu
Sarah TanSalesforce / Cornell UniversityAdresse e-mail validée de cornell.edu
Wesley HochachkaSenior Research Associate, Lab of Ornithology, Cornell UniversityAdresse e-mail validée de cornell.edu
Jiguo CaoSimon Fraser UniversityAdresse e-mail validée de sfu.ca
Yin LouEngineer, Ant GroupAdresse e-mail validée de cs.cornell.edu
Mirek RiedewaldAssociate Professor of Computer Science, Northeastern UniversityAdresse e-mail validée de ccs.neu.edu
Zhengze ZhouMeta Platforms, Inc.; Cornell UniversityAdresse e-mail validée de cornell.edu
Robin SnyderCase Western Reserve UniversityAdresse e-mail validée de case.edu
David (Dave) A. CampbellCarleton UniversityAdresse e-mail validée de math.carleton.ca
Johannes GehrkeMicrosoftAdresse e-mail validée de microsoft.com
Brittany TellerPenn State UniversityAdresse e-mail validée de psu.edu
Albert GordoCruiseAdresse e-mail validée de getcruise.com
David J. WeissProfessor of Psychology, University of MinnesotaAdresse e-mail validée de umn.edu
David RuppertAndrew Schultz Professor of Engineering, Professor of Statistics and Data Science, CornellAdresse e-mail validée de cornell.edu
Andrew TredennickSenior Scientist, Metrum Research GroupAdresse e-mail validée de metrumrg.com
Laura E. JonesCenter for Biostatistics, Bassett Research InstituteAdresse e-mail validée de albany.edu
Eric BairStatistical Scientist, SciomeAdresse e-mail validée de sciome.com

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Giles Hooker

Professor of Statistics, University of Pennsylvania

Adresse e-mail validée de wharton.upenn.edu - Page d'accueil

Statistics Machine Learning Nonlinear Dynamics Functional Data Analysis


Titre Trier par citations Trier par année Trier par titre	Citée par Citée par	Année
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	893	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	702	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	564	2003
fda: Functional data analysis JO Ramsay, H Wickham, S Graves, G Hooker R package version 2 (4), 142, 2014	452	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	452	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	372	2016
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	329	2021
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	307	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	286	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	285	2010
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	213	2014
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	209	2021
An expanded modern coexistence theory for empirical applications SP Ellner, RE Snyder, PB Adler, G Hooker Ecology letters 22 (1), 3-18, 2019	208	2019
Discovering additive structure in black box functions G Hooker Proceedings of the tenth ACM SIGKDD international conference on Knowledge …, 2004	188	2004
Please stop permuting features: An explanation and alternatives G Hooker, L Mentch arXiv preprint arXiv:1905.03151 2, 1, 2019	153	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	148	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	120	2013
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	115	2021
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	110	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	102	2018

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