KDML 2007 in Halle/Saale, Germany
Knowledge Discovery, Data Mining, and Machine Learning -- September 24th-26th, 2007
The workshop Knowledge Discovery, Data Mining, and Machine Learning (KDML) in 2007 is organized by the special interest group of the GI on Knowledge Discovery, Data Mining and Maschine Learning (FG-KDML, former FGML). The goal of the workshop is to provide a forum for database and machine learning oriented researchers with interests in knowledge discovery and data mining. To foster the connections between both communities there is the opportunity to present your own working group or department by an overview poster during the workshop.
The organizers seek research and/or application oriented papers related to all aspects of machine learning, data mining, and knowledge discovery in databases. Besides of previously unpublished original scientific or application oriented contributions, also articles describing ongoing work with preliminary results as well as articles already published in 2007 at an international conference or journal are welcome. If requested, there will also be room for system demonstrations (poster and/or software).
The workshop is part of the workshop week Learning - Knowledge Discovery - Adaptivity (LWA 2007). This provides the chance to meet researchers from the special interest groups on Adaptivity and Interaction, on Information Retrieval, on Knowledge Management, and on Bioinformatics.
Topics of interest include but are not limited to:
- Mining and analysis of networks and graphs
- Text mining
- Web mining
- Distributed data mining & ubiquitous knowledge discovery
- Unsupervised & semi-supervised learning
- Visual analytics
- Bioinformatics applications
- Knowledge discovery in inductive databases
- Knowledge discovery in data streams
- Multi-objective learning
Prelimnary Workshop-Program KDML 2007
Monday, September 24th, 2007
| Invited Talk | |
| 14:00 | Alexander Schliep Detecting functional modules from heterogenous mass data |
| 15:00 | Coffee Break |
| Session Web- and Text-Mining | |
| 15:30 | Robert Jä,schke, Leandro Marinho, Andreas Hotho, Lars Schmidt-Thieme, Gerd Stumme Tag Recommendations in Folksonomies |
| 16:00 | Korinna Bade, Andreas Nürnberger Constraint Based Hierarchical Clustering for Text Documents |
| 16:30 | Katja Hose, Marcel Karnstedt, Daniel Klan, Kai-Uwe Sattler, Jana Quasebarth Incremental Mining for Facility Management |
| 17:00 | Coffee Break |
| Session Clustering, Short Papers | |
| 17:30 | Dirk Habich, Martin Hahmann, Wolfgang Lehner Parameterfreies Clustering mittels Multi-Level Ansatz |
| 17:50 | Alexander Hinneburg, Hans-Henning Gabriel Clustering using EM-based Hill-Climbing on Kernel Density Estimation |
| 18:10 | Miranda Grahl, Andreas Hotho, Gerd Stumme Conceptual Clustering of Social Bookmarking Sites |
| 18:30 | SIG-KDML Meeting |
| 19:30 | Departure to Restaurant |
Tuesday, September 25th, 2007
| Session Bioinformatik | |
| 9:00 | Kitiporn Plaimas, Marcus Oswald, Roland Eils, Rainer König Integrating Genomic and Transcriptomic Data into Graph Based Approaches for Defining Essential Reactions in the Metabolic Network of Escherichia Coli |
| 9:20 | Jan Grau, Jens Keilwagen, Ivo Grosse, Stefan Posch Discriminative learning of Markov models with varying order |
| 9:40 | Jens Keilwagen, Jan Grau, Stefan Posch, Ivo Grosse Recognition of splice sites using maximum conditional likelihood |
| 10:00 | Sebastian Klie, Alexander Hinneburg, Lennart Martens, Juan Antonio Vizcaino, Richard Cote, Phil Jones, Rolf Apweiler, Henning Hermjakob Analysing latent topics in large-scale proteomics |
| 10:30 | Coffee Break |
| Invited Talk | |
| 11:00 | Myra Spiliopoulou Understanding Change before Adaptation: Tracing Changes over a Stream of Data |
| 12:30 | Lunch |
| Session Groups and Optimization | |
| 14:00 | Alfred Ultsch Combined Distance and Density Clustering based on neuronal Grid Projections |
| 14:30 | Martin Atzmueller, Frank Puppe Towards Confounding-Aware Subgroup Discovery |
| 15:00 | Ingo Mierswa Regularization through Multi-Objective Optimization |
| 15:30 | Coffee Break |
| Session Short Papers | |
| 16:00 | Rene Schult TheMoT - A Theme Monitoring Tool for Text Streams |
| 16:20 | Dominik Benz, Andreas Hotho Position Paper: Ontology Learning from Folksonomies |
| 16:40 | Suzanne Little, Ovidio Salvetti, Petra Perner Semi-Automatic Semantic Annotation of Images |
| 17:00 | Ernesto William De Luca, Frank Rügheimer Discovering Linguistic Dependencies with Graphical Models |
| 17:20 | Eneldo Loza Mencia, Johannes Fürnkranz An Evaluation of Efficient Multilabel Classification Algorithms for Large-Scale Problems in the Legal Domain |
| 17:40 | Andreas Kaspari, Michael Wurst Multi-objective Frequent Termset Clustering |
| 18:00 | Poster Session |
| Weiwei Cheng Interactive Ranking of Skylines Using Machine Learning Techniques |
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| Tim vor der Brück, Johannes Leveling Parameter Learning for a Readability Checking Tool |
|
| Andreas Wagner, Marc Rössler WALU- Eine Annotations- und Lern-Umgebung für semantisches Texten |
|
| Règis Newo, Thomas Müller, Klaus-Dieter Althoff Learning to cope with critical situations - A Simulation Model of Cognitive Processes using Multiagent Systems |
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| Olana Missura Adaptive Agents in the Context of Connect Four |
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| Asem Omari, Alexander Hinneburg, Stefan Conrad Temporal Frequent Item Set Mining |
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Wednesday, September 26th, 2007
| Session Learning and Applications | |
| 9:00 | Frederik Janssen, Johannes Fürnkranz Meta-Learning Rule Learning Heuristics |
| 9:30 | Matthias Hofmann, Arno Klein, Gabriella Kokai Adaptive Optimierung des Prefetch-Verhaltens bei objektorientierten Multi-Tier Client-Server-Systemen |
| 10:00 | Nima Taghipour, Ahmad Kardan Enhancing a Web Recommender System based on Q Learning |
| 10:30 | Coffee Break |
| Invited Talk | |
| 11:00 | Michael Fahrmair Exploiting User Context Models in Large Scale Mobile Context Adaptive Systems |
| 12:30 | Lunch |
Important Dates
- July 31st, 2007: paper submissions deadline
- August 30th, 2007: Camera ready copies due
- September 24th-26th, 2007: KDML 2007 in Halle, Germany
Organization
- Alexander Hinneburg, Martin-Luther University Halle-Wittenberg
- Ralf Klinkenberg, University of Dortmund
- Ingo Mierswa, University of Dortmund
Program Committee
- Martin Atzmüller, University of Würzburg
- Timm Euler, University of Dortmund
- Alexander Hinneburg, Martin-Luther University Halle-Wittenberg
- Felix Jungermann, University of Dortmund
- Ralf Klinkenberg, University of Dortmund
- Ingo Mierswa, University of Dortmund
- Regis Newo, University of Hildesheim
- Michael Wurst, University of Dortmund
The annual meeting of the special interest group FG-KDML will take place during the event.