7. DS 2004: Padova, Italy

Long Papers

Pattern Mining

• Andreas Karwath, Luc De Raedt:
  Predictive Graph Mining. 1-15
  
• Takeaki Uno, Tatsuya Asai, Yuzo Uchida, Hiroki Arimura:
  An Efficient Algorithm for Enumerating Closed Patterns in Transaction Databases. 16-31
  
• Shunsuke Inenaga, Hideo Bannai, Heikki Hyyrö, Ayumi Shinohara, Masayuki Takeda, Kenta Nakai, Satoru Miyano:
  Finding Optimal Pairs of Cooperative and Competing Patterns with Bounded Distance. 32-46
  

Classification

• Fang Chu, Yizhou Wang, Carlo Zaniolo:
  Mining Noisy Data Streams via a Discriminative Model. 47-59
  
• Albrecht Zimmermann, Luc De Raedt:
  CorClass: Correlated Association Rule Mining for Classification. 60-72
  
• Jesús Cerquides, Ramon López de Mántaras:
  Maximum a Posteriori Tree Augmented Naive Bayes Classifiers. 73-88
  

Outlier Detection

• Fabrizio Angiulli, Stefano Basta, Clara Pizzuti:
  Improving Prediction of Distance-Based Outliers. 89-100
  
• Fabrizio Angiulli, Gianluigi Greco, Luigi Palopoli:
  Detecting Outliers via Logical Theories and Its Data Complexity. 101-113
  

Clustering

• Hisashi Koga, Tetsuo Ishibashi, Toshinori Watanabe:
  Fast Hierarchical Clustering Algorithm Using Locality-Sensitive Hashing. 114-128
  
• Si Quang Le, Tu Bao Ho:
  Measuring the Similarity for Heterogenous Data: An Ordered Probability-Based Approach. 129-141
  

Feature Construction and Generation

• Kouzou Ohara, Yukio Onishi, Noboru Babaguchi, Hiroshi Motoda:
  Constructive Inductive Learning Based on Meta-attributes. 142-154
  
• Gexiang Zhang, Laizhao Hu, Weidong Jin:
  Resemblance Coefficient and a Quantum Genetic Algorithm for Feature Selection. 155-168
  

Knowledge Acquisition

• Son Bao Pham, Achim G. Hoffmann:
  Extracting Positive Attributions from Scientific Papers. 169-182
  
• Thanh-Nghi Do, François Poulet:
  Enhancing SVM with Visualization.. 183-194
  
• Mina Akaishi, Ken Satoh, Yuzuru Tanaka:
  An Associative Information Retrieval Based on the Dependency of Term Co-occurrence. 195-206
  
• Tri M. Cao, Eric Martin, Paul Compton:
  On the Convergence of Incremental Knowledge Base Construction.. 207-218
  

Discovery Science in Reality

• Taneli Mielikäinen:
  Privacy Problems with Anonymized Transaction Databases. 219-229
  
• Ruggero G. Pensa, Jérémy Besson, Jean-François Boulicaut:
  A Methodology for Biologically Relevant Pattern Discovery from Gene Expression Data. 230-241
  
• Gilles Caporossi, Denis Alamargot, David Chesnet:
  Using the Computer to Study the Dynamics of the Handwriting Processes. 242-254
  
• Przemyslaw Kazienko:
  Product Recommendation in e-Commerce Using Direct and Indirect Confidence for Historical User Sessions. 255-269
  

Regular Papers

Pattern Mining

• Alberto Apostolico, Cinzia Pizzi, Giorgio Satta:
  Optimal Discovery of Subword Associations in Strings. 270-277
  
• Floris Geerts, Bart Goethals, Taneli Mielikäinen:
  Tiling Databases. 278-289
  
• Benoît Vaillant, Philippe Lenca, Stéphane Lallich:
  A Clustering of Interestingness Measures. 290-297
  
• Yoshikazu Shima, Shinji Mitsuishi, Kouichi Hirata, Masateru Harao:
  Extracting Minimal and Closed Monotone DNF Formulas. 298-305
  
• José L. Balcázar, Jaume Baixeries:
  Characterizations of Multivalued Dependencies and Related Expressions. 306-313
  

Machine Learning Algorithms

• Fabrice Muhlenbach, Stéphane Lallich, Djamel A. Zighed:
  Outlier Handling in the Neighbourhood-Based Learning of a Continuous Class. 314-321
  
• Minho Kim, R. S. Ramakrishna:
  A New Clustering Algorithm Based On Cluster Validity Indices. 322-329
  
• Songbo Tan, Jun Gu:
  An Efficient Rules Induction Algorithm for Rough Set Classification. 330-337
  
• Ricardo Blanco-Vega, José Hernández-Orallo, M. José Ramírez-Quintana:
  Analysing the Trade-Off Between Comprehensibility and Accuracy in Mimetic Models. 338-346
  
• Jinu Joo, Jun Zhang, Jihoon Yang, Vasant Honavar:
  Generating AVTs Using GA for Learning Decision Tree Classifiers with Missing Data. 347-354
  

Web Mining

• Masayuki Hirose, Einoshin Suzuki:
  Using WWW-Distribution of Words in Detecting Peculiar Web Pages. 355-362
  
• Shoujian Yu, Jianwei Liu, Jiajin Le:
  DHT Facilitated Web Service Discovery Incorporating Semantic Annotation. 363-370
  
• Ryutaro Ichise, Masahiro Hamasaki, Hideaki Takeda:
  Discovering Relationships Among Catalogs. 371-379
  

Applications of Predictive Methods

• Chiara Cumbo, Salvatore Iiritano, Pasquale Rullo:
  Reasoning-Based Knowledge Extraction for Text Classification.. 380-387
  
• Ye Du, Huiqiang Wang, Yonggang Pang:
  A Useful System Prototype for Intrusion Detection - Architecture and Experiments. 388-395
  
• Sanghack Lee, Jihoon Yang, Sung-Yong Park:
  Discovery of Hidden Similarity on Collaborative Filtering to Overcome Sparsity Problem. 396-402
  

Interdisciplinary Approaches

• Marcelo A. T. Aragão, Alvaro A. A. Fernandes:
  Seamlessly Supporting Combined Knowledge Discovery and Query Answering: A Case Study. 403-411
  
• Charles-David Wajnberg, Vincent Corruble, Jean-Gabriel Ganascia, C. Ulises Moulines:
  A Structuralist Approach Towards Computational Scientific Discovery. 412-419
  
• Radoslaw Katarzyniak:
  Extracting Modal Implications and Equivalences from Cognitive Minds. 420-428