Hendrik Blockeel
Hendrik Blockeel is a machine learning researcher at KU Leuven whose work carries decision trees and clustering into relational, logic-based learning. His 1998 KU Leuven doctorate, supervised by Maurice Bruynooghe, upgraded decision tree induction to inductive logic programming, and with Luc De Raedt he built TILDE, a relational decision tree learner. In 2007, he and Joaquin Vanschoren proposed experiment databases, which store complete descriptions of machine learning experiments so that researchers can share and query them. ECCAI, on whose board he served until 2010, named him a fellow in 2015. Today he is a full professor, heads the Declarative Languages and Artificial Intelligence section of KU Leuven's Department of Computer Science, and serves as Editor-in-Chief of the journal Machine Learning.
Timeline
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1998
A PhD on logical decision trees
He earns a PhD in computer science at KU Leuven in 1998 under Maurice Bruynooghe. His dissertation, Top-Down Induction of First Order Logical Decision Trees, upgrades decision tree induction from attribute-value learning to inductive logic programming.
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1998–1999
TILDE, TIC and ACE
In 1998, he and Luc De Raedt publish TILDE, a relational decision tree learner later used in many relational learning applications. At ICML 1998, he, De Raedt and Jan Ramon present TIC, which adapts top-down decision tree induction to first-order clustering using TILDE's tree representation. ACE, a 1999 relational learning tool, bundles TILDE with other algorithms on a special-purpose logical inference engine.
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2007–2012
Experiment databases
In 2007, he and Joaquin Vanschoren propose experiment databases, which store complete descriptions of machine learning experiments so that a single query can answer questions that would otherwise need new experiments; their ExpDB prototype holds results of over 600,000 runs. A 2012 journal paper with Vanschoren, Bernhard Pfahringer and Geoffrey Holmes describes an experiment database holding over 650,000 classification experiments.
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2007–2016
A second affiliation at Leiden
From 2007 to 2016, he holds an affiliation with Leiden University in addition to his post at KU Leuven.
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2010
Leaving the ECCAI board
He serves on the board of ECCAI until September 2010, when the board thanks him, Marie-Odile Cordier and Paolo Traverso as outgoing members.
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2015
An ECCAI fellowship
In July 2015, the ECCAI board announces him among its new fellows, alongside Diego Calvanese and Catholijn Jonker. His name remains on the list of current EurAI fellows.
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As of October 2026
Head of the DTAI section
He is a full professor at KU Leuven and heads the Declarative Languages and Artificial Intelligence section of its Department of Computer Science. He is also Editor-in-Chief of the journal Machine Learning.
Sources and credits
Photo: We have no published photo of Hendrik Blockeel yet. Send us a free-licensed photo.
- Home page of Hendrik Blockeel
- Hendrik Blockeel - The Mathematics Genealogy Project
- KDnuggets News 99:03, item 4, Publications
- Top-Down Induction of Clustering Trees | ML Anthology
- Experiment Databases - A New Way to Share, Organize and Learn from Experiments | ML Anthology
- Bulletin #3, September 2010 | European Association for Artificial Intelligence
- Bulletin #2, July 2015 | European Association for Artificial Intelligence
- EurAI honors – BNVKI
- Hendrik Blockeel • SMASH

