default search action
Google
Google Scholar
Semantic Scholar
Internet Archive Scholar
CiteSeerX
ORCIDGiles Hooker
Person information
- affiliation: Cornell University, Ithaca, NY, USA
SPARQL queries 
Refine list
refinements active!
zoomed in on ?? of ?? records
view refined list in
export refined list as
Journal Articles
- 2024
[j20]Yichen Zhou, Zhengze Zhou, Giles Hooker:
Approximation trees: statistical reproducibility in model distillation. Data Min. Knowl. Discov. 38(5): 3308-3346 (2024)- 2023
- [j19]Sarah Tan
, Giles Hooker, Paul Koch, Albert Gordo, Rich Caruana:
Considerations when learning additive explanations for black-box models. Mach. Learn. 112(9): 3333-3359 (2023) - 2022
- [j18]Yichen Zhou, Giles Hooker:
Decision tree boosted varying coefficient models. Data Min. Knowl. Discov. 36(6): 2237-2271 (2022) - [j17]Yichen Zhou, Giles Hooker:
Boulevard: Regularized Stochastic Gradient Boosted Trees and Their Limiting Distribution. J. Mach. Learn. Res. 23: 183:1-183:44 (2022) - [j16]Giles Hooker, Han Lin Shang:
Selecting the derivative of a functional covariate in scalar-on-function regression. Stat. Comput. 32(3): 35 (2022) - 2021
- [j15]Indrayudh Ghosal, Giles Hooker:
Boosting Random Forests to Reduce Bias; One-Step Boosted Forest and Its Variance Estimate. J. Comput. Graph. Stat. 30(2): 493-502 (2021) - [j14]Zhengze Zhou, Lucas Mentch, Giles Hooker:
V-statistics and Variance Estimation. J. Mach. Learn. Res. 22: 287:1-287:48 (2021) - [j13]Giles Hooker, Lucas Mentch, Siyu Zhou:
Unrestricted permutation forces extrapolation: variable importance requires at least one more model, or there is no free variable importance. Stat. Comput. 31(6): 82 (2021) - [j12]Zhengze Zhou, Giles Hooker:
Unbiased Measurement of Feature Importance in Tree-Based Methods. ACM Trans. Knowl. Discov. Data 15(2): 26:1-26:21 (2021) - 2020
- [j11]Aurya Javeed, Giles Hooker:
Timing observations of diffusions. Stat. Comput. 30(2): 405-417 (2020) - 2018
- [j10]Yuefeng Wu, Giles Hooker:
Asymptotic Properties for Methods Combining the Minimum Hellinger Distance Estimate and the Bayesian Nonparametric Density Estimate. Entropy 20(12): 955 (2018) - [j9]Leifur Thorbergsson, Giles Hooker:
Experimental Design for Partially Observed Markov Decision Processes. SIAM/ASA J. Uncertain. Quantification 6(2): 549-567 (2018) - [j8]Giles Hooker, Lucas Mentch:
Bootstrap bias corrections for ensemble methods. Stat. Comput. 28(1): 77-86 (2018) - 2017
- [j7]Chong Liu, Surajit Ray, Giles Hooker:
Functional principal component analysis of spatially correlated data. Stat. Comput. 27(6): 1639-1654 (2017) - 2016
- [j6]Lucas Mentch, Giles Hooker:
Quantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests. J. Mach. Learn. Res. 17: 26:1-26:41 (2016) - [j5]Giles Hooker, Steven Roberts:
Maximal autocorrelation functions in functional data analysis. Stat. Comput. 26(5): 945-950 (2016) - 2015
- [j4]Giles Hooker, Kevin K. Lin, Bruce Rogers:
Control Theory and Experimental Design in Diffusion Processes. SIAM/ASA J. Uncertain. Quantification 3(1): 234-264 (2015) - [j3]Mathew W. McLean, Giles Hooker, David Ruppert:
Restricted likelihood ratio tests for linearity in scalar-on-function regression. Stat. Comput. 25(5): 997-1008 (2015) - 2012
- [j2]Giles Hooker, James O. Ramsay:
Learned-loss boosting. Comput. Stat. Data Anal. 56(12): 3935-3944 (2012) - [j1]Giles Hooker, Saharon Rosset:
Prediction-based regularization using data augmented regression. Stat. Comput. 22(1): 237-249 (2012)
Conference and Workshop Papers
- 2021
- [c10]Zhengze Zhou, Giles Hooker, Fei Wang:
S-LIME: Stabilized-LIME for Model Explanation. KDD 2021: 2429-2438 - 2020
- [c9]Benjamin J. Lengerich, Sarah Tan, Chun-Hao Chang, Giles Hooker, Rich Caruana:
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models. AISTATS 2020: 2402-2412 - [c8]Sarah Tan, Matvey Soloviev, Giles Hooker, Martin T. Wells:
Tree Space Prototypes: Another Look at Making Tree Ensembles Interpretable. FODS 2020: 23-34 - 2018
- [c7]Sarah Tan, Rich Caruana, Giles Hooker, Yin Lou:
Distill-and-Compare: Auditing Black-Box Models Using Transparent Model Distillation. AIES 2018: 303-310 - 2017
- [c6]Keegan Kang, Giles Hooker:
Control Variates as a Variance Reduction Technique for Random Projections. ICPRAM (Revised Selected Papers) 2017: 1-20 - [c5]Keegan Kang, Giles Hooker:
Random Projections with Control Variates. ICPRAM 2017: 138-147 - 2016
- [c4]Keegan Kang, Giles Hooker:
Improving the recovery of principal components with semi-deterministic random projections. CISS 2016: 596-601 - 2013
- [c3]Yin Lou, Rich Caruana, Johannes Gehrke, Giles Hooker:
Accurate intelligible models with pairwise interactions. KDD 2013: 623-631 - 2004
- [c2]Giles Hooker:
Diagnosing extrapolation: tree-based density estimation. KDD 2004: 569-574 - [c1]Giles Hooker:
Discovering additive structure in black box functions. KDD 2004: 575-580
Informal and Other Publications
- 2024
- [i19]Jeremy Goldwasser, Giles Hooker:
Provably Stable Feature Rankings with SHAP and LIME. CoRR abs/2401.15800 (2024) - [i18]Alexander Asemota, Giles Hooker:
Longitudinal Counterfactuals: Constraints and Opportunities. CoRR abs/2403.00105 (2024) - [i17]Xi Xin, Giles Hooker, Fei Huang:
Why You Should Not Trust Interpretations in Machine Learning: Adversarial Attacks on Partial Dependence Plots. CoRR abs/2404.18702 (2024) - [i16]Facundo Sapienza, Jordi Bolibar, Frank Schäfer, Brian Groenke, Avik Pal, Victor Boussange, Patrick Heimbach, Giles Hooker, Fernando Pérez, Per-Olof Persson, Christopher Rackauckas:
Differentiable Programming for Differential Equations: A Review. CoRR abs/2406.09699 (2024) - 2023
- [i15]Jeremy Goldwasser, Giles Hooker:
Stabilizing Estimates of Shapley Values with Control Variates. CoRR abs/2310.07672 (2023) - 2022
- [i14]Indrayudh Ghosal, Yunzhe Zhou, Giles Hooker:
The Infinitesimal Jackknife and Combinations of Models. CoRR abs/2209.00147 (2022) - [i13]Yunzhe Zhou, Peiru Xu, Giles Hooker:
A Generic Approach for Statistical Stability in Model Distillation. CoRR abs/2211.12631 (2022) - 2021
- [i12]Lucas Mentch, Giles Hooker:
Bridging Breiman's Brook: From Algorithmic Modeling to Statistical Learning. CoRR abs/2102.12328 (2021) - [i11]Zhengze Zhou, Giles Hooker, Fei Wang:
S-LIME: Stabilized-LIME for Model Explanation. CoRR abs/2106.07875 (2021) - 2019
- [i10]Zhengze Zhou, Giles Hooker:
Unbiased Measurement of Feature Importance in Tree-Based Methods. CoRR abs/1903.05179 (2019) - [i9]Giles Hooker, Lucas Mentch:
Please Stop Permuting Features: An Explanation and Alternatives. CoRR abs/1905.03151 (2019) - [i8]Benjamin J. Lengerich, Sarah Tan, Chun-Hao Chang, Giles Hooker, Rich Caruana:
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models. CoRR abs/1911.04974 (2019) - [i7]Zhengze Zhou, Lucas Mentch, Giles Hooker:
Asymptotic Normality and Variance Estimation For Supervised Ensembles. CoRR abs/1912.01089 (2019) - 2018
- [i6]Sarah Tan, Rich Caruana, Giles Hooker, Albert Gordo:
Transparent Model Distillation. CoRR abs/1801.08640 (2018) - [i5]Indrayudh Ghosal, Giles Hooker:
Boosting Random Forests to Reduce Bias; One-Step Boosted Forest and its Variance Estimate. CoRR abs/1803.08000 (2018) - [i4]Yichen Zhou, Zhengze Zhou, Giles Hooker:
Approximation Trees: Statistical Stability in Model Distillation. CoRR abs/1808.07573 (2018) - 2017
- [i3]Giles Hooker, Cliff Hooker:
Machine Learning and the Future of Realism. CoRR abs/1704.04688 (2017) - [i2]Sarah Tan, Rich Caruana, Giles Hooker, Yin Lou:
Detecting Bias in Black-Box Models Using Transparent Model Distillation. CoRR abs/1710.06169 (2017) - 2016
- [i1]Hui Fen Tan, Giles Hooker, Martin T. Wells:
Tree Space Prototypes: Another Look at Making Tree Ensembles Interpretable. CoRR abs/1611.07115 (2016)
Coauthor Index
manage site settings
To protect your privacy, all features that rely on external API calls from your browser are turned off by default. You need to opt-in for them to become active. All settings here will be stored as cookies with your web browser. For more information see our F.A.Q.
Unpaywalled article links
Add open access links from 
to the list of external document links (if available).
Privacy notice: By enabling the option above, your browser will contact the API of unpaywall.org to load hyperlinks to open access articles. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the Unpaywall privacy policy.
Archived links via Wayback Machine
For web page which are no longer available, try to retrieve content from the 
of the Internet Archive (if available).
Privacy notice: By enabling the option above, your browser will contact the API of archive.org to check for archived content of web pages that are no longer available. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the Internet Archive privacy policy.
Reference lists
Add a list of references from 
, 
, and 
to record detail pages.
load references from crossref.org and opencitations.net
Privacy notice: By enabling the option above, your browser will contact the APIs of crossref.org, opencitations.net, and semanticscholar.org to load article reference information. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the Crossref privacy policy and the OpenCitations privacy policy, as well as the AI2 Privacy Policy covering Semantic Scholar.
Citation data
Add a list of citing articles from and to record detail pages.
load citations from opencitations.net
Privacy notice: By enabling the option above, your browser will contact the API of opencitations.net and semanticscholar.org to load citation information. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the OpenCitations privacy policy as well as the AI2 Privacy Policy covering Semantic Scholar.
OpenAlex data
Load additional information about publications from 
.
Privacy notice: By enabling the option above, your browser will contact the API of openalex.org to load additional information. Although we do not have any reason to believe that your call will be tracked, we do not have any control over how the remote server uses your data. So please proceed with care and consider checking the information given by OpenAlex.
last updated on 2024-09-12 02:28 CEST by the dblp team
all metadata released as open data under CC0 1.0 license
see also: Terms of Use | Privacy Policy | Imprint
dblp was originally created in 1993 at:
since 2018, dblp has been operated and maintained by:
the dblp computer science bibliography is funded and supported by:
