Pierre Geurts
6 papers · 2005–2021 · 4 conferences · across top CS/AI conferences
Achievements
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π§ Keyword Pioneer π Conference Polyglot (4) π Academic Marathon (16) π Cross-Pollinator (7) π Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(13)
π£
Hot Topic Early Bird
π
Keyword Trendsetter Combo
(6)
π±
Topic Pioneer
π
Trend Setter
Conferences
AISTATS (2)
NIPS (2)
ICML (1)
JMLR (1)
Top co-authors
Keywords
feature selection
(3)
tree-based method
(2)
mean decrease impurity
(2)
feature relevance
(2)
tree ensemble
(2)
variable importance
(2)
random forest
(2)
policy extraction
(1)
lightweight model
(1)
positive-unlabeled learning
(1)
shapley value
(1)
random subspace
(1)
regression tree
(1)
statistical hypothesis test
(1)
ensemble compression
(1)
memory compression
(1)
q-function approximation
(1)
feature-based scoring
(1)
enrichment analysis
(1)
batch mode reinforcement learning
(1)
Papers
From global to local MDI variable importances for random forests and when they are Shapley values
NIPS 2021
Random Subspace with Trees for Feature Selection Under Memory Constraints
AISTATS 2018
Globally Induced Forest: A Prepruning Compression Scheme
ICML 2017
Understanding variable importances in forests of randomized trees
NIPS 2013
Learning from positive and unlabeled examples by enforcing statistical significance
AISTATS 2011
Tree-Based Batch Mode Reinforcement Learning
JMLR 2005