Workshop Proceedings available


9:00-9:10     Opening Session

9:10-10:00   Invited Talk: Advances in semantic data mining (Nada Lavrac)

Session:     THEORY 

10:00-10:15 Towards the definition of learning systems with configurable operators and heuristics (Fernando Martínez-Plumed, Cèsar Ferri, José Hernández-Orallo and María José Ramírez-Quintana)

10:15-10:30 Reducing Examples in Relational Learning with Bounded-Treewidth Hypotheses (Ondřej Kuželka, Andrea Szabóová and Filip Zelezny)

10:30-11:00 Coffee break


11:00-11:15 Mining Complex Event Patterns in Computer Networks (Dietmar Seipel, Philipp Neubeck, Stefan Köhler and Martin Atzmueller)

11:15-11:30 Learning with Aggregation and Correlation in the
Presence of Large Fluctuations (Eric Paquet, Herna L. Viktor and Hongyu Guo)

11:30-11:45 Machine Learning as an Objective Approach to Understanding Musical Origin (Claire Q and Ross King)

11:45-12:00 Object-driven Action Rules and their Application to Hypernasality Treatment (Ayman Hajja, Alicja Wieczorkowska, Zbigniew Ras and Ryszard Gubrynowicz)

12:00-12:10 (short paper)  Pre-filtering Features in Random Forests for Microarray Data Classification (Nicoletta Dessì, Gabriele Milia and Barbara Pes)


Lunch (on your own)

13:25-13:40 MatArcs: An Exploratory Data Analysis of Recurring Patterns in Multivariate Time Series (Julia Gaebler, Stephan Spiegel and Sahin Albayrak)

13:40-13:55 Effectively Grouping Trajectory Streams (Gianni Costa, Giuseppe Manco and Elio Masciari)

13:55-14:10 Healthcare Trajectory Mining by Combining Multi-dimensional Component and Itemsets (Elias Egho, Dino Ienco, Nicolas Jay, Amedeo Napoli, Pascal Poncelet, Catherine Quantin, Chedy Raissi and Maguelonne Teisseire)

14:10-14:25 Graph-Based Approaches to Clustering Network-Constrained Trajectory Data (Mohamed K. El Mahrsi and Fabrice Rossi) 


14:30-14:45 Finding the Most Descriptive Substructures in Graphs with Numeric Labels (Michael Davis, Weiru Liu and Paul Miller)

14:45-15:00 Learning in Probabilistic Graphs exploiting Language-Constrained Patterns (Claudio Taranto, Nicola Di Mauro and Floriana Esposito)

15:00-15:15 Improving Robustness and Flexibility of Concept Taxonomy Learning from Text (Fabio Leuzzi, Stefano Ferilli, Claudio Taranto and Fulvio Rotella)

15:15-15:30 Discovering Evolution Chains for Link Mining in Dynamic Networks (Corrado Loglisci, Michelangelo Ceci and Donato Malerba)

15:30-15:45 SISO: a conceptual framework for the construction of “stereotypical maps” in a Social Internetworking Scenario (Francesco Buccafurri, Gianluca Lax, Antonino Nocera and Domenico Ursino)

15:45-15:55 (short paper) Context-Aware Prediction on Business Process Executions (Francesco Folino, Massimo Guarascio, and Luigi Pontieri)

15:55-16:00 Closing