BibTeX
2010
@inproceedings { antanas:benelearn2010,
author = {Laura-Andreea Antanas and Bernd Gutmann and Ingo
Thon and Kristian Kersting and Luc {De~Raedt}},
title = {Combining Video and Sequential Statistical
Relational Techniques to Monitor Card Games},
year = 2010,
booktitle = {BeneLearn 2010},
editor = {Jan Ramon Celine Vens and Kurt Driessens and Martijn
{Van Otterlo} and Joaquin Vanschoren},
address = {Leuven, Belgium},
note = {(Accepted)}
}
@inproceedings { natarajan:ilp2010,
author = {Sriraam Natarajan and Tushar Khot and Kristian
Kersting and Bernd Gutmann and Jude Shavlik},
title = {Boosting Relational Dependency Networks},
year = 2010,
booktitle = {Proceedings of the 20th International Conference on
Inductive Logic Programming (ILP{--}10)},
editor = {Paolo Frasconi and Francesca Alessandra Lisi},
address = {Firenze, Italy},
note = {(Accepted)}
}
@inproceedings { gutmann:ilp2010,
author = {Bernd Gutmann and Manfred Jaeger and Luc {De~Raedt}},
title = {Extending ProbLog with Continuous Distributions},
year = 2010,
booktitle = {Proceedings of the 20th International Conference on
Inductive Logic Programming (ILP{--}10)},
editor = {Paolo Frasconi and Francesca Alessandra Lisi},
address = {Firenze, Italy},
note = {(Accepted)}
}
@InProceedings{thon:starai2010,
author = { Ingo Thon and Bernd Gutmann and Guy Van den Broeck
},
title = {Probabilistic Programming for Planning Problems },
booktitle = {AAAI-10 Workshop on Statistical Relational AI (Star
AI 2010)},
year = 2010,
editor = {Kristian Kersting and Stuart Russell and Leslie Pack
Kaelbling and Alon Halevy and Sriraam Natarajan and
Lilyana Mihalkova},
address = {Atlanta, Georgia, USA},
month = {July}
}
@TechReport{gutmann:tr2010a,
author = {Bernd Gutmann and Angelika Kimmig and Kristian
Kersting and Luc {De~Raedt}},
title = {Parameter Estimation in {P}rob{L}og from Annotated
Queries},
institution = {Department of Computer Science, Katholieke
Universiteit Leuven, Belgium},
year = 2010,
number = {CW 583},
month = {April}
}
@TechReport{gutmann:tr2010b,
author = {Bernd Gutmann and Ingo Thon and Luc {De~Raedt}},
title = { Learning the parameters of probabilistic logic
programs from interpretations},
institution = {Department of Computer Science, Katholieke
Universiteit Leuven, Belgium},
year = 2010,
number = {CW 584},
month = {April}
}
2009
@InProceedings{thon:icaps09,
author = {Ingo Thon and Bernd Gutmann and Martijn
{van~Otterlo} and Niels Landwehr and Luc {De~Raedt}},
title = {Planning with the help of Statistical Relational
Learning},
booktitle = {ICAPS Workshop on Planning and Learning},
pages = {23--30},
year = 2009,
editor = {Daniel Borrajo and Adi Botea and Alan Fern and
Alfonso Gerevini and Jon Levine and {N.S.}
Narayanaswamy and Sungwook Yoon},
address = {Thessaloniki, Greece},
month = {September}
}
@TechReport{deraedt:tr09,
author = {Luc {De Raedt} and Angelika Kimmig and Kristian
Kersting and V{\`i}tor {Santos~Costa} and Hannu
Toivonen},
title = {Probabilistic Inductive Querying Using {P}rob{L}og},
institution = {Department of Computer Science, Katholieke
Universiteit Leuven, Belgium},
year = 2009,
number = {CW 552},
month = {June}
}
@InProceedings{vennekens:srl09,
author = {Joost Vennekens and Angelika Kimmig and Theofrastos
Mantadelis and Bernd Gutmann and Maurice Bruynooghe
and Luc {De Raedt}},
title = {From {P}rob{L}og to First Order Logic: {A} First
Exploration },
booktitle = {International Workshop on Statistical Relational
Learning (SRL-2009)},
year = 2009,
editor = {Pedro Domingos and Kristian Kersting},
address = {Leuven, Belgium},
month = {2-4 July}
}
@InProceedings{kimmig:srl09,
author = {Angelika Kimmig and Bernd Gutmann and V{\`i}tor
{Santos~Costa}},
title = {Trading Memory for Answers: {T}owards Tabling
{P}rob{L}og},
booktitle = {International Workshop on Statistical Relational
Learning (SRL-2009)},
year = 2009,
editor = {Pedro Domingos and Kristian Kersting},
address = {Leuven, Belgium},
month = {2-4 July}
}
@InProceedings{bruynooghe:srl09,
author = {Maurice Bruynooghe and Broes {De Cat} and Jochen
Drijkoningen and Daan Fierens and Jan Goos and Bernd
Gutmann and Angelika Kimmig and Wouter Labeeuw and
Steven Langenaken and Niels Landwehr and Wannes
Meert and Ewoud Nuyts and Robin Pellegrims and Roel
Rymenants and Stefan Segers and Ingo Thon and Jelle
{Van Eyck} and Guy {Van den Broeck} and Tine
Vangansewinkel and Lucie {Van Hove} and Joost
Vennekens and Timmy Weytjens and Luc {De Raedt}},
title = {An Exercise with Statistical Relational Learning
Systems},
booktitle = {International Workshop on Statistical Relational
Learning (SRL-2009)},
year = 2009,
editor = {Pedro Domingos and Kristian Kersting},
address = {Leuven, Belgium},
month = {2-4 July}
}
2008
@Article{landwehr:fi08,
author = {Niels Landwehr and Bernd Gutmann and Ingo Thon and
Luc {De Raedt} and Matthai Philipose},
title = {Relational Transformation-based Tagging for Activity
Recognition},
journal = {Fundamenta Informaticae},
year = 2008,
volume = 89,
number = 1,
pages = {111--129},
ee = {http://iospress.metapress.com/content/u040211744m2w8v2/}
}
@InProceedings{gutmann:ilp08,
author = {Bernd Gutmann and Angelika Kimmig and Luc {De~Raedt}
and Kristian Kersting},
title = {Estimating the Parameters of Probabilistic Databases
from Probabilistically Weighted Queries and Proofs
[Extended Abstract] },
booktitle = {Proceedings of the 18th International Conference on
Inductive Logic Programming (ILP{--}2008), Late
Breaking Papers},
pages = {38--43},
year = 2008,
address = {Prague, Czech Republic},
editor = {Filip {\v Z}elezn{\'y} and Nada Lavra{\v c}},
month = {September}
}
@InProceedings{raedt-ppulsa08,
author = {Luc {De Raedt} and Bart Demoen and Daan Fierens and
Bernd Gutmann and Gerda Janssens and Angelika Kimmig
and Niels Landwehr and Theofrastos Mantadelis and
Wannes Meert and Ricardo Rocha and V{\`i}tor
{Santos~Costa} and Ingo Thon and Joost Vennekens},
title = {Towards Digesting the Alphabet-Soup of Statistical
Relational Learning},
booktitle = {Proceedings of the 1st Workshop on Probabilistic
Programming: Universal Languages, Systems and
Applications},
editor = {Daniel Roy and John Winn and David McAllester and
Vikash Mansinghka and Joshua Tenenbaum},
month = {December},
year = 2008,
address = {Whistler, Canada},
}
@InProceedings{gutmann:ecml08,
author = {Bernd Gutmann and Angelika Kimmig and Luc {De~Raedt}
and Kristian Kersting},
title = {Parameter Learning in Probabilistic Databases: A
Least Squares Approach},
booktitle = {Proceedings of the European Conference on Machine
Learning and Principles and Practice of Knowledge
Discovery in Databases (ECML PKDD 2008), Part I},
year = 2008,
address = {Antwerp, Belgium},
month = {September},
pages = {473--488},
editor = {Walter Daelemans and Bart Goethals and Katharina
Morik},
volume = 5211,
series = {LNCS (Lecture Notes In Computer Science)},
publisher = {Springer Berlin/Heidelberg},
isbn = {978-3-540-87478-2},
}
@InProceedings{gutmann:mlg08,
author = {Bernd Gutmann and Angelika Kimmig and Luc {De~Raedt}
and Kristian Kersting},
title = {Parameter Learning in Probabilistic Databases: A
Least Squares Approach},
booktitle = {Proceedings of the 6th International Workshop on
Mining and Learning with Graphs (MLG 2008)},
year = 2008,
address = {Helsinki, Finnland},
month = {July}
}
@InProceedings{gutmann:benelearn08,
author = {Bernd Gutmann and Angelika Kimmig and Luc {De~Raedt}
and Kristian Kersting},
title = {Parameter Learning in Probabilistic Databases: A
Least Squares Approach},
booktitle = {Benelearn 08},
year = 2008,
address = {Spa, Belgium},
month = {May},
editor = {Louis Wehenkel and Pierre Geurts and Raphae{\"e}l
Mar{\'e}e},
pages = {25--26}
}
@InCollection{kersting:rslchapter08,
author = {Kristian Kersting and Luc {De~Raedt} and Bernd
Gutmann and Andreas Karwath and Niels Landwehr},
title = {Relational Sequence Learning},
pages = {28--55},
editor = {Luc {De~Raedt} and Paolo Frasconi and Kristian
Kersting and Stephen Muggleton},
booktitle = {Probabilistic Inductive Logic Programming},
publisher = {Springer},
year = 2008,
volume = {4911/2008},
series = {Lecture Notes in Computer Science},
month = {February},
}
2007
@InProceedings{landwehr:iwkdus07,
author = {Niels Landwehr and Bernd Gutmann and Ingo Thon and
Matthai Philipose and Luc {De~Raedt}},
title = {Relational Transformation-based Tagging for Human
Activity Recognition},
booktitle = {Proceedings of the International Workshop on
Knowledge Discovery from Ubiquitious Data Streams
(IWKDUS07)},
pages = {83--94},
year = 2007,
editor = {Jo{\~ao} Gama and Mohamed Medhat Gaber and Jes{\'u}s
Aguilar-Ruiz},
address = {Warsaw, Poland},
month = {September}
}
@InProceedings{gutmannkersting:mrdm07,
author = {Bernd Gutmann and Kristian Kersting},
title = {Stratified Gradient Boosting for Fast Training of
Conditional Random Fields},
booktitle = {Proceedings of the 6th International Workshop on
Multi-relational Data Mining (MRDM07)},
pages = {58--68},
year = 2007,
editor = {Donato Malerba and Annalisa Appice and Michelangelo
Ceci},
address = {Warsaw, Poland},
month = {September}
}
@InProceedings{landwehr:mrdm07,
author = {Niels Landwehr and Bernd Gutmann and Ingo Thon and
Matthai Philipose and Luc {De~Raedt}},
title = {Relational Transformation-based Tagging for Human
Activity Recognition},
booktitle = {Proceedings of the 6th International Workshop on
Multi-relational Data Mining (MRDM07)},
pages = {81--92},
year = 2007,
editor = {Donato Malerba and Annalisa Appice and Michelangelo
Ceci},
address = {Warsaw, Poland},
month = {September}
}
@InProceedings{gutmannkersting:mlg07,
author = {Bernd Gutmann and Kristian Kersting},
title = {Stratified Gradient Boosting for Fast Training of
CRFs},
booktitle = {Proceedings of the 5th International Workshop on
Mining and Learning with Graphs (MLG 2007)},
pages = {131--134},
year = 2007,
editor = {Paolo Frasconi and Kristian Kersting and Koji Tsuda},
address = {Florence, Italy},
month = {August},
note = {Extended Abstract}
}
2006
@InProceedings{gutmannkersting:ecml06,
author = {Bernd Gutmann and Kristian Kersting},
title = {TildeCRF: Conditional Random Fields for Logical
Sequences},
booktitle = {Proceedings of the 15th European Conference on
Machine Learning (ECML-2006)},
pages = {174--185},
year = 2006,
editor = {Johannes F{\"u}rnkranz and Tobias Scheffer and Myra
Spiliopoulou},
volume = 4212,
series = {LNAI (Lecture Notes in Artificial Intelligence)},
address = {Berlin, Germany},
month = {September},
publisher = {Springer},
}
@InProceedings{kerstinggutmann:mlg06,
author = {Kristian Kersting and Bernd Gutmann},
title = {Unbiased Conjugate Direction Boosting for
Conditional Random Fields},
booktitle = {Working Notes of the ECML-2006 Workshop on Mining
and Learning with Graphs (MLG 2006)},
pages = {157--164},
year = 2006,
editor = {Thomas G{\"a}rtner and Gemma Casas Garriga and
Thorsten Meinl},
address = {Berlin, Germany},
month = {September},
note = {Short paper}
}
2005
@MastersThesis{gutmann:thesis05,
author = {Bernd Gutmann},
title = {Conditional Random Fields for Logical Sequences},
school = {Albert-Ludwigs University},
year = 2005,
address = {Freiburg i.Br., Germany},
month = {October},
note = {In German}
}