Geraldin Nanfack
Geraldin Nanfack
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Learning Customised Decision Trees for Domain-knowledge Constraints
When applied to critical domains, machine learning models usually need to comply with prior knowledge and domain-specific requirements. …
Geraldin Nanfack
,
Paul Temple
,
Benoît Frénay
PDF
Code
Project
Decision trees: From efficient prediction to responsible AI
This article provides a birds-eye view on the role of decision trees in machine learning and data science over roughly four decades. It …
Hendrik Blockeel
,
Laurens Devos
,
Benoît Frénay
,
Geraldin Nanfack
,
Siegfried Nijssen
PDF
Project
Link
Constraint Enforcement on Decision Trees: a Survey
Decision trees have the particularity of being machine learning models that are visually easy to interpret and understand. Therefore, …
Geraldin Nanfack
,
Paul Temple
,
Benoît Frénay
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Project
An example journal article
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Geraldin Nanfack
,
Robert Ford
Sep 1, 2015
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