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ORCID7th DS 2004: Padova, Italy
- Einoshin Suzuki, Setsuo Arikawa:
Discovery Science, 7th International Conference, DS 2004, Padova, Italy, October 2-5, 2004, Proceedings. Lecture Notes in Computer Science 3245, Springer 2004, ISBN 3-540-23357-1
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, Ramón 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 G. 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, Carlos Ulises Moulines:
A Structuralist Approach Towards Computational Scientific Discovery. 412-419 - Radoslaw P. Katarzyniak:
Extracting Modal Implications and Equivalences from Cognitive Minds. 420-428
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