11. DS 2008: Budapest, Hungary

Invited Papers

• Imre Csiszár:
  On Iterative Algorithms with an Information Geometry Background. 1
  
• Daniel A. Keim, Florian Mansmann, Daniela Oelke, Hartmut Ziegler:
  Visual Analytics: Combining Automated Discovery with Interactive Visualizations. 2-14
  
• László Lovász:
  Some Mathematics Behind Graph Property Testing. 15
  
• Heikki Mannila:
  Finding Total and Partial Orders from Data for Seriation. 16-25
  
• Tom M. Mitchell:
  Computational Models of Neural Representations in the Human Brain. 26-27
  

Learning

• Timo Aho, Tapio Elomaa, Jussi Kujala:
  Unsupervised Classifier Selection Based on Two-Sample Test. 28-39
  
• Frederik Janssen, Johannes Fürnkranz:
  An Empirical Investigation of the Trade-Off between Consistency and Coverage in Rule Learning Heuristics. 40-51
  
• Elena Ikonomovska, Joao Gama:
  Learning Model Trees from Data Streams. 52-63
  
• Beau Piccart, Jan Struyf, Hendrik Blockeel:
  Empirical Asymmetric Selective Transfer in Multi-objective Decision Trees. 64-75
  
• Albrecht Zimmermann:
  Ensemble-Trees: Leveraging Ensemble Power Inside Decision Trees. 76-87
  
• Werner Uwents, Hendrik Blockeel:
  A Comparison between Neural Network Methods for Learning Aggregate Functions. 88-99
  

Feature Selection

• Mikko Korpela, Harri Mäkinen, Mika Sulkava, Pekka Nöjd, Jaakko Hollmén:
  Smoothed Prediction of the Onset of Tree Stem Radius Increase Based on Temperature Patterns. 100-111
  
• Gemma C. Garriga, Antti Ukkonen, Heikki Mannila:
  Feature Selection in Taxonomies with Applications to Paleontology. 112-123
  

Associations

• José L. Balcázar:
  Deduction Schemes for Association Rules. 124-135
  
• Laszlo Szathmary, Petko Valtchev, Amedeo Napoli, Robert Godin:
  Constructing Iceberg Lattices from Frequent Closures Using Generators. 136-147
  

Discovery Processes

• Christopher Dartnell, Eric Martin, Jean Sallantin:
  Learning from Each Other. 148-159
  
• Wolfgang Kienreich, Peter Kraker:
  Comparative Evaluation of Two Systems for the Visual Navigation of Encyclopedia Knowledge Spaces. 160-171
  
• Gauvain Bourgne, Vincent Corruble:
  A Framework for Knowledge Discovery in a Society of Agents. 172-184
  

Learning and Chemistry

• Kurt De Grave, Jan Ramon, Luc De Raedt:
  Active Learning for High Throughput Screening. 185-196
  
• Leander Schietgat, Jan Ramon, Maurice Bruynooghe, Hendrik Blockeel:
  An Efficiently Computable Graph-Based Metric for the Classification of Small Molecules. 197-209
  
• Frédéric Pennerath, Géraldine Polaillon, Amedeo Napoli:
  Mining Intervals of Graphs to Extract Characteristic Reaction Patterns. 210-221
  

Clustering

• Natthakan Iam-on, Tossapon Boongoen, Simon Garrett:
  Refining Pairwise Similarity Matrix for Cluster Ensemble Problem with Cluster Relations. 222-233
  
• Alberto Faro, Daniela Giordano, Francesco Maiorana:
  Input Noise Robustness and Sensitivity Analysis to Improve Large Datasets Clustering by Using the GRID. 234-245
  
• Haytham Elghazel, Tetsuya Yoshida, Mohand-Said Hacid:
  An Integrated Graph and Probability Based Clustering Framework for Sequential Data. 246-258
  
• Kadim Tasdemir, Erzsébet Merényi:
  Cluster Analysis in Remote Sensing Spectral Imagery through Graph Representation and Advanced SOM Visualization. 259-271
  

Structured Data

• Fedja Hadzic, Henry Tan, Tharam S. Dillon:
  Mining Unordered Distance-Constrained Embedded Subtrees. 272-283
  
• Seiji Murakami, Koichiro Doi, Akihiro Yamamoto:
  Finding Frequent Patterns from Compressed Tree-Structured Data. 284-295
  
• Akihiko Izutani, Kuniaki Uehara:
  A Modeling Approach Using Multiple Graphs for Semi-Supervised Learning. 296-307
  

Text Analysis

• Kazuyuki Narisawa, Hideo Bannai, Kohei Hatano, Shunsuke Inenaga, Masayuki Takeda:
  String Kernels Based on Variable-Length-Don't-Care Patterns. 308-318
  
• Takashi Uemura, Daisuke Ikeda, Hiroki Arimura:
  Unsupervised Spam Detection by Document Complexity Estimation. 319-331
  
• Ata Kabán:
  A Probabilistic Neighbourhood Translation Approach for Non-standard Text Categorisation. 332-343
  

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