PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by Hannu Toivonen

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Number of EPrints submitted by this user: 15

Bisociative Knowledge Discovery for Microarray Data Analysis
Igor Mozetic, Nada Lavrac, Vid Podpecan, Petra Kralj Novak, Helena Motain, Marko Petek, Kristina Gruden, Hannu Toivonen and Kimmo Kulovesi
In: 1st International Conference on Computational Creativity, Jan 2010, Lisbon, Portugal.

Constructing information networks from textual documents
Matjaz Jursic, Nada Lavrac, Igor Mozetic, Vid Podpecan and Hannu Toivonen
In: Workshop on Explorative Analytics of Information Networks, Sep 2009, Bled, Slovenia.

Finding representative nodes in probabilistic graphs
Laura Langohr and Hannu Toivonen
In: Workshop on Explorative Analytics of Information Networks, Sep 2009, Bled, Slovenia.

Review of network abstraction techniques
Fang Zhou, Sebastien Mahler and Hannu Toivonen
In: Workshop on Explorative Analytics of Information Networks, Sep 2009, Bled, Slovenia.

Finding reliable subgraphs from large probabilistic graphs
Petteri Hintsanen and Hannu Toivonen
Data Mining and Knowledge Discovery Volume 17, Number 1, pp. 3-23, 2008. ISSN 1384-5810

Compressing probabilistic Prolog programs
Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo and Hannu Toivonen
Machine Learning Volume 70, Number 2-3, pp. 151-168, 2008. ISSN 0885-6125

ProbLog: a probabilistic Prolog and its application in link discovery
Luc De Raedt, Angelika Kimmig and Hannu Toivonen
In: Twentieth International Joint Conference on Artificial Intelligence (IJCAI-07), Jan 2007, Hyderabad, India.

Probabilistic explanation based learning
Luc De Raedt, Angelika Kimmig and Hannu Toivonen
In: 18th European Conference on Machine Learning (ECML), Sep 2007, Warsaw, Poland.

Fast Discovery of Reliable k-terminal Subgraphs
Melissa Kasari, Hannu Toivonen and Petteri Hintsanen
In: 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Jun 2010, Hyderabad, India.

A Framework for Path-Oriented Network Simplification
Hannu Toivonen, Sebastien Mahler and Fang Zhou
In: The Ninth International Symposium on Intelligent Data Analysis (IDA), May 2010, Tucson, USA.

Fast Discovery of Reliable Subnetworks
Petteri Hintsanen, Hannu Toivonen and Petteri Sevon
In: International Conference on Advances in Social Networks Analysis and Mining (ASONAM), Aug 2010, Odense, Denmark.

Network Simplification with Minimal Loss of Connectivity
Fang Zhou, Sebastien Mahler and Hannu Toivonen
In: The 10th IEEE International Conference on Data Mining (ICDM), Dec 2010, Sydney, Australia.

Probabilistic Inductive Querying Using ProbLog
Luc De Raedt, Angelika Kimmig, Bernd Gutmann, Kristian Kersting, Vitor Santos Costa and Hannu Toivonen
In: Inductive Databases and Constraint-Based Data Mining (2010) Springer , pp. 229-262. ISBN 978-1-4419-7737-3

Predicting and preventing student failure - using the k-nearest neighbour method to predict student performance in an online course environment
Tuomas Tanner and Hannu Toivonen
International Journal of Learning Technology Volume 5, Number 4, pp. 356-377, 2010. ISSN 1477-8386

Frequent Pattern
Hannu Toivonen
In: Encyclopedia of Machine Learning (2010) Springer . ISBN 978-0-387-30768-8