Klaus Broelemann
4 papers · 2019–2024 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Sprint
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Research topics
Keywords
decision tree
(2)
feature attribution
(1)
model interpretability
(1)
gradient optimization
(1)
interpretable model
(1)
model explanation
(1)
counterfactual explanation
(1)
sparse explanation
(1)
continuous score
(1)
piecewise linear regression
(1)
shapley value
(1)
tree-based model
(1)
feature perturbation
(1)
bias quantification
(1)
fairness measure
(1)
predictive multiplicity
(1)
model tree
(1)
split criterion
(1)
interventional shapl
(1)
interaction value
(1)
Papers
Standardized Interpretable Fairness Measures for Continuous Risk Scores
ICML 2024
Interventional SHAP Values and Interaction Values for Piecewise Linear Regression Trees
AAAI 2023
On Counterfactual Explanations under Predictive Multiplicity
UAI 2020
A Gradient-Based Split Criterion for Highly Accurate and Transparent Model Trees
IJCAI 2019