Siegfried Nijssen

Proceedings of the Advances in Intelligent Data Analysis XX, 2022

Optimal Decoding of Hidden Markov Models with Consistency Constraints.

[BibT_eX]

[DOI]

Proceedings of the Discovery Science - 25th International Conference, 2022

2021

Generic Constraint-based Block Modeling using Constraint Programming.

[BibT_eX]

[DOI]

J. Artif. Intell. Res., 2021

The good, the bad, and the ugly: mining for patterns in student source code.

[BibT_eX]

[DOI]

Kim Mens

Hoang-Son Pham

Proceedings of the EASEAI 2021: Proceedings of the 3rd International Workshop on Education through Advanced Software Engineering and Artificial Intelligence, 2021

Iterated Matrix Reordering.

[BibT_eX]

[DOI]

Gauthier Van Vracem

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2021

A Seriation Based Framework to Visualize Multiple Aspects of Road Transport from GPS Trajectories.

[BibT_eX]

[DOI]

Proceedings of the 24th IEEE International Intelligent Transportation Systems Conference, 2021

Assessing Optimal Forests of Decision Trees.

[BibT_eX]

[DOI]

Gaël Aglin

Vinasétan Ratheil Houndji

Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021

2020

Uni- and multivariate probability density models for numeric subgroup discovery.

[BibT_eX]

[DOI]

Intell. Data Anal., 2020

Using an interpretable Machine Learning approach to study the drivers of International Migration.

[BibT_eX]

[DOI]

Harold Silvère Kiossou

Yannik Schenk

Frédéric Docquier

CoRR, 2020

Learning optimal decision trees using constraint programming.

[BibT_eX]

[DOI]

Constraints An Int. J., 2020

Learning Optimal Decision Trees using Constraint Programming (Extended Abstract).

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

PyDL8.5: a Library for Learning Optimal Decision Trees.

[BibT_eX]

[DOI]

Gaël Aglin

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Mining Constrained Regions of Interest: An Optimization Approach.

[BibT_eX]

[DOI]

Proceedings of the Discovery Science - 23rd International Conference, 2020

Constraint Programming for an Efficient and Flexible Block Modeling Solver.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

Learning Optimal Decision Trees Using Caching Branch-and-Bound Search.

[BibT_eX]

[DOI]

Gaël Aglin

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

A Language-Parametric Modular Framework for Mining Idiomatic Code Patterns.

[BibT_eX]

[DOI]

Proceedings of the Seminar Series on Advanced Techniques & Tools for Software Evolution (SATTOSE 2019), 2019

Stochastic Constraint Propagation for Mining Probabilistic Networks.

[BibT_eX]

[DOI]

Anna Louise D. Latour

Behrouz Babaki

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

Mining Patterns in Source Code Using Tree Mining Algorithms.

[BibT_eX]

[DOI]

Proceedings of the Discovery Science - 22nd International Conference, 2019

Modeling Pattern Set Mining Using Boolean Circuits.

[BibT_eX]

[DOI]

John O. R. Aoga

Proceedings of the Principles and Practice of Constraint Programming, 2019

2018

Stochastic Constraint Optimization using Propagation on Ordered Binary Decision Diagrams.

[BibT_eX]

[DOI]

Anna L. D. Latour

Behrouz Babaki

CoRR, 2018

ConvoMap: Using Convolution to Order Boolean Data.

[BibT_eX]

[DOI]

Thomas Bollen

Guillaume Leurquin

Proceedings of the Advances in Intelligent Data Analysis XVII, 2018

Finding Probabilistic Rule Lists using the Minimum Description Length Principle.

[BibT_eX]

[DOI]

Proceedings of the Discovery Science - 21st International Conference, 2018

2017

Tree Mining.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Constraint-Based Mining.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Semiring Rank Matrix Factorization.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2017

The Inductive Constraint Programming Loop.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2017

MiningZinc: A declarative framework for constraint-based mining.

[BibT_eX]

[DOI]

Artif. Intell., 2017

Biclustering Multivariate Time Series.

[BibT_eX]

[DOI]

Ricardo Cachucho

Arno J. Knobbe

Proceedings of the Advances in Intelligent Data Analysis XVI, 2017

Combining Stochastic Constraint Optimization and Probabilistic Programming - From Knowledge Compilation to Constraint Solving.

[BibT_eX]

[DOI]

Proceedings of the Principles and Practice of Constraint Programming, 2017

Discovering interesting patterns in large graph cubes.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017

2016

Partition-Based Clustering Using Constraint Optimization.

[BibT_eX]

[DOI]

Proceedings of the Data Mining and Constraint Programming, 2016

Modeling in MiningZinc.

[BibT_eX]

[DOI]

Proceedings of the Data Mining and Constraint Programming, 2016

The Inductive Constraint Programming Loop.

[BibT_eX]

[DOI]

Proceedings of the Data Mining and Constraint Programming, 2016

Simultaneous discovery of cancer subtypes and subtype features by molecular data integration.

[BibT_eX]

[DOI]

Bioinform., 2016

Bipeline: A Web-Based Visualization Tool for Biclustering of Multivariate Time Series.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2016

Making Sense of Illustrated Handwritten Archives.

[BibT_eX]

[DOI]

Eulalia Gasso Miracle

H. Jaap van den Herik

Proceedings of the 11th Annual International Conference of the Alliance of Digital Humanities Organizations, 2016

2015

Efficient algorithms for finding optimal binary features in numeric and nominal labeled data.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2015

Rank Matrix Factorisation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2015

Constraint-Based Querying for Bayesian Network Exploration.

[BibT_eX]

[DOI]

Proceedings of the Advances in Intelligent Data Analysis XIV, 2015

Finding Subspace Clusters Using Ranked Neighborhoods.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining Workshop, 2015

2014

Interactive Learning of Pattern Rankings.

[BibT_eX]

[DOI]

Int. J. Artif. Intell. Tools, 2014

Constraints, Optimization and Data (Dagstuhl Seminar 14411).

[BibT_eX]

[DOI]

Dagstuhl Reports, 2014

Ranked Tiling.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2014

Mining multivariate time series with mixed sampling rates.

[BibT_eX]

[DOI]

Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014

Constrained Clustering Using Column Generation.

[BibT_eX]

[DOI]

Behrouz Babaki

Proceedings of the Integration of AI and OR Techniques in Constraint Programming, 2014

Supervised Pattern Mining and Applications to Classification.

[BibT_eX]

[DOI]

Proceedings of the Frequent Pattern Mining, 2014

Constraint-Based Pattern Mining.

[BibT_eX]

[DOI]

Proceedings of the Frequent Pattern Mining, 2014

2013

k-Pattern Set Mining under Constraints.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2013

Guest editor's introduction: special issue of the ECML PKDD 2013 journal track.

[BibT_eX]

[DOI]

Mach. Learn., 2013

MiningZinc: A Modeling Language for Constraint-Based Mining.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2013, 2013

Active Preference Learning for Ranking Patterns.

[BibT_eX]

[DOI]

Proceedings of the 25th IEEE International Conference on Tools with Artificial Intelligence, 2013

Dominance Programming for Itemset Mining.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE 13th International Conference on Data Mining, 2013

The MiningZinc Framework for Constraint-Based Itemset Mining.

[BibT_eX]

[DOI]

Proceedings of the 13th IEEE International Conference on Data Mining Workshops, 2013

Mining characteristic multi-scale motifs in sensor-based time series.

[BibT_eX]

[DOI]

Ugo Vespier

Arno J. Knobbe

Proceedings of the 22nd ACM International Conference on Information and Knowledge Management, 2013

Formalizing Hierarchical Clustering as Integer Linear Programming.

[BibT_eX]

[DOI]

Sean Gilpin

Ian N. Davidson

Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, 2013

2012

BiQL: A Query Language for Analyzing Information Networks.

[BibT_eX]

[DOI]

Proceedings of the Bisociative Knowledge Discovery, 2012

k-Optimal: a novel approximate inference algorithm for ProbLog.

[BibT_eX]

[DOI]

Joris Renkens

Guy Van den Broeck

Mach. Learn., 2012

A Revised Publication Model for ECML PKDD

[BibT_eX]

[DOI]

CoRR, 2012

Mining Patterns in Networks using Homomorphism.

[BibT_eX]

[DOI]

Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012

MDL-Based Analysis of Time Series at Multiple Time-Scales.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2012

Mining Local Staircase Patterns in Noisy Data.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Conference on Data Mining Workshops, 2012

Efficient Algorithms for Finding Richer Subgroup Descriptions in Numeric and Nominal Data.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Conference on Data Mining, 2012

2011

Constraint Programming meets Machine Learning and Data Mining (Dagstuhl Seminar 11201).

[BibT_eX]

[DOI]

Barry O'Sullivan

Pascal Van Hentenryck

Dagstuhl Reports, 2011

Pattern-Based Classification: A Unifying Perspective

[BibT_eX]

[DOI]

Björn Bringmann

CoRR, 2011

Itemset mining: A constraint programming perspective.

[BibT_eX]

[DOI]

Artif. Intell., 2011

Evaluating Pattern Set Mining Strategies in a Constraint Programming Framework.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2011

Towards Programming Languages for Machine Learning and Data Mining (Extended Abstract).

[BibT_eX]

[DOI]

Proceedings of the Foundations of Intelligent Systems - 19th International Symposium, 2011

Constraint-Based Pattern Mining in Multi-relational Databases.

[BibT_eX]

[DOI]

Aída Jiménez

Proceedings of the Data Mining Workshops (ICDMW), 2011

Declarative Heuristic Search for Pattern Set Mining.

[BibT_eX]

[DOI]

Proceedings of the Data Mining Workshops (ICDMW), 2011

2010

Tree Mining.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Machine Learning, 2010

Constraint-Based Mining.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Machine Learning, 2010

Mining Predictive k-CNF Expressions.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2010

Optimal constraint-based decision tree induction from itemset lattices.

[BibT_eX]

[DOI]

Élisa Fromont

Data Min. Knowl. Discov., 2010

Integrating Constraint Programming and Itemset Mining.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

Analyzing graph databases by aggregate queries.

[BibT_eX]

[DOI]

Proceedings of the Eighth Workshop on Mining and Learning with Graphs, 2010

Cis-regulatory module detection using constraint programming.

[BibT_eX]

[DOI]

Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine, 2010

Constraint Programming for Data Mining and Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

Inductive Queries for a Drug Designing Robot Scientist.

[BibT_eX]

[DOI]

Proceedings of the Inductive Databases and Constraint-Based Data Mining., 2010

From Local Patterns to Classification Models.

[BibT_eX]

[DOI]

Björn Bringmann

Proceedings of the Inductive Databases and Constraint-Based Data Mining., 2010

Generalizing Itemset Mining in a Constraint Programming Setting.

[BibT_eX]

[DOI]

Jérémy Besson

Jean-François Boulicaut

Proceedings of the Inductive Databases and Constraint-Based Data Mining., 2010

2009

Polynomial-Delay Enumeration of Monotonic Graph Classes.

[BibT_eX]

[DOI]

Jan Ramon

J. Mach. Learn. Res., 2009

Data Mining, Interactive Semantic Structuring, and Collaboration: A Diversity-aware Method for Sense-making in Search.

[BibT_eX]

[DOI]

Mathias Verbeke

Bettina Berendt

Proceedings of First International Workshop on Living Web, 2009

Grammar Mining.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2009

Correlated itemset mining in ROC space: a constraint programming approach.

[BibT_eX]

[DOI]

Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009

A query language for analyzing networks.

[BibT_eX]

[DOI]

Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

2008

What Is Frequent in a Single Graph?.

[BibT_eX]

[DOI]

Björn Bringmann

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2008

Constraint programming for itemset mining.

[BibT_eX]

[DOI]

Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2008

Bayes optimal classification for decision trees.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning, 2008

2007

General Graph Refinement with Polynomial Delay.

[BibT_eX]

[DOI]

Jan Ramon

Proceedings of the Mining and Learning with Graphs, 2007

Mining optimal decision trees from itemset lattices.

[BibT_eX]

[DOI]

Élisa Fromont

Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007

2006

Substructure Mining Using Elaborate Chemical Representation.

[BibT_eX]

[DOI]

J. Chem. Inf. Model., 2006

Don't Be Afraid of Simpler Patterns.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Discovery in Databases: PKDD 2006, 2006

IQL: A Proposal for an Inductive Query Language.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Discovery in Inductive Databases, 5th International Workshop, 2006

2005

Open source data mining: workshop report.

[BibT_eX]

[DOI]

Bart Goethals

Mohammed Javeed Zaki

SIGKDD Explor., 2005

Frequent Subtree Mining - An Overview.

[BibT_eX]

[DOI]

Fundam. Informaticae, 2005

Multi-class Correlated Pattern Mining.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Discovery in Inductive Databases, 4th International Workshop, 2005

2004

The Gaston Tool for Frequent Subgraph Mining.

[BibT_eX]

[DOI]

Proceedings of the 2nd International Workshop on Graph-Based Tools, 2004

Frequent graph mining and its application to molecular databases.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Systems, 2004

A quickstart in frequent structure mining can make a difference.

[BibT_eX]

[DOI]

Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004

Ideal Refinement of Datalog Clauses Using Primary Keys.

[BibT_eX]

Proceedings of the 16th Eureopean Conference on Artificial Intelligence, 2004

2003

An analysis of the behavior of simplified evolutionary algorithms on trap functions.

[BibT_eX]

[DOI]

Thomas Bäck

IEEE Trans. Evol. Comput., 2003

Efficient Frequent Query Discovery in FARMER.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Discovery in Databases: PKDD 2003, 2003

2001

Faster Association Rules for Multiple Relations.

[BibT_eX]