Giles Hooker
6 papers · 2016–2025 · 3 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π§ Keyword Pioneer π Conference Polyglot (3) π Academic Marathon (9) π Cross-Pollinator (8)
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Interdisciplinary Bridge
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Taxonomy Completionist
(10)
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Trend Setter
Conferences
JMLR (3)
UAI (2)
AISTATS (1)
Top co-authors
Keywords
random forest
(2)
ensemble method
(2)
ensemble learning
(2)
gradient boosting
(1)
variance estimation
(1)
additive model
(1)
asymptotic normality
(1)
confidence interval
(1)
regression tree
(1)
variance decomposition
(1)
functional anovum
(1)
central limit theorem
(1)
interaction effect
(1)
limiting distribution
(1)
stochastic subsampling
(1)
stochastic gradient
(1)
supervised learning ensemble
(1)
uncertainty quantification
(1)
hypothesis testing
(1)
Papers
Statistical Significance of Feature Importance Rankings
UAI 2025
Targeted Learning for Variable Importance
UAI 2025
Boulevard: Regularized Stochastic Gradient Boosted Trees and Their Limiting Distribution
JMLR 2022
V-statistics and Variance Estimation
JMLR 2021
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models
AISTATS 2020
Quantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests
JMLR 2016