Long Papers |
Pattern Mining |
Predictive Graph Mining / Andreas Karwath ; Luc De Raedt |
An Efficient Algorithm for Enumerating Closed Patterns in Transaction Databases / Takeaki Uno ; Tatsuya Asai ; Yuzo Uchida ; Hiroki Arimura |
Finding Optimal Pairs of Cooperative and Competing Patterns with Bounded Distance / Shunsuke Inenaga ; Hideo Bannai ; Heikki Hyyrö ; Ayumi Shinohara ; Masayuki Takeda ; Kenta Nakai ; Satoru Miyano |
Classification |
Mining Noisy Data Streams via a Discriminative Model / Fang Chu ; Yizhou Wang ; Carlo Zaniolo |
CorClass: Correlated Association Rule Mining for Classification / Albrecht Zimmermann |
Maximum a Posteriori Tree Augmented Naive Bayes Classifiers / Jesús Cerquides ; Ramon Lòpez de Màntaras |
Outlier Detection |
Improving Prediction of Distance-Based Outliers / Fabrizio Angiulli ; Stefano Basta ; Clara Pizzuti |
Detecting Outliers via Logical Theories and Its Data Complexity / Gianluigi Greco ; Luigi Palopoli |
Clustering |
Fast Hierarchical Clustering Algorithm Using Locality-Sensitive Hashing / Hisashi Koga ; Tetsuo Ishibashi ; Toshinori Watanabe |
Measuring the Similarity for Heterogenous Data: An Ordered Probability-Based Approach / SiQuang Le ; TuBao Ho |
Feature Construction and Generation |
Constructive Inductive Learning Based on Meta-attributes / Kouzou Ohara ; Yukio Onishi ; Noboru Babaguchi ; Hiroshi Motoda |
Resemblance Coefficient and a Quantum Genetic Algorithm for Feature Selection / Gexiang Zhang ; Laizhao Hu ; Weidong Jin |
Knowledge Acquisition |
Extracting Positive Attributions from Scientific Papers / Son Bao Pham ; Achim Hoffmann |
Enhancing SVM with Visualization / Thanh-Nghi Do ; François Poulet |
An Associative Information Retrieval Based on the Dependency of Term Co-occurrence / Mina Akaishi ; Ken Satoh ; Yuzuru Tanaka |
On the Convergence of Incremental Knowledge Base Construction / Tri M. Cao ; Eric Martin ; Paul Compton |
Discovery Science in Reality |
Privacy Problems with Anonymized Transaction Databases / Taneli Mielikäinen |
A Methodology for Biologically Relevant Pattern Discovery from Gene Expression Data / Ruggero G. Pensa ; Jérémy Besson ; Jean-François Boulicaut |
Using the Computer to Study the Dynamics of the Handwriting Processes / Gilles Caporossi ; Denis Alamargot ; David Chesnet |
Product Recommendation in e-Commerce Using Direct and Indirect Confidence for Historical User Sessions / Przemysław Kazienko |
Regular Papers |
Optimal Discovery of Subword Associations in Strings / Alberto Apostolico ; Cinzia Pizzi ; Giorgio Satta |
Tiling Databases / Floris Geerts ; Bart Goethals |
A Clustering of Interestingness Measures / Benoît Vaillant ; Philippe Lenca ; Stéphane Lallich |
Extracting Minimal and Closed Monotone DNF Formulas / Yoshikazu Shima ; Shinji Mitsuishi ; Kouichi Hirata ; Masateru Harao |
Characterizations of Multivalued Dependencies and Related Expressions / José Luis Balcázar ; Jaume Baixeries |
Machine Learning Algorithms |
Outlier Handling in the Neighbourhood-Based Learning of a Continuous Class / Fabrice Muhlenbach ; Djamel A. Zighed |
A New Clustering Algorithm Based On Cluster Validity Indices / Minho Kim ; R.S. Ramakrishna |
An Efficient Rules Induction Algorithm for Rough Set Classification / Songbo Tan ; Jun Gu |
Analysing the Trade-Off Between Comprehensibility and Accuracy in Mimetic Models / Ricardo Blanco-Vega ; José Hernández-Orallo ; María José Ramírez-Quintana |
Generating AVTs Using GA for Learning Decision Tree Classifiers with Missing Data / Jinu Joo ; Jun Zhang ; Jihoon Yang ; Vasant Honavar |
Web Mining |
Using WWW-Distribution of Words in Detecting Peculiar Web Pages 355 Masayuki Hirose / Einoshin Suzuki |
DHT Facilitated Web Service Discovery Incorporating Semantic Annotation / Shoujian Yu ; Jianwei Liu ; Jiajin Le |
Discovering Relationships Among Catalogs / Ryutaro Ichise ; Masahiro Hamasaki ; Hideaki Takeda |
Applications of Predictive Methods |
Reasoning-Based Knowledge Extraction for Text Classification / Chiara Cumbo ; Salvatore Iiritano ; Pasquale Rullo |
A Useful System Prototype for Intrusion Detection - Architecture and Experiments / Ye Du ; Huiqiang Wang ; Yonggang Pang |
Discovery of Hidden Similarity on Collaborative Filtering to Overcome Sparsity Problem / Sanghack Lee ; Sung-Yong Park |
Interdisciplinary Approaches |
Seamlessly Supporting Combined Knowledge Discovery and Query Answering: A Case Study / Marcelo A.T. Aragão ; Alvaro A.A. Fernandes |
A Structuralist Approach Towards Computational Scientific Discovery / Charles-David Wajnberg ; Vincent Corruble ; Jean-Gabriel Ganascia ; C. Ulises Moulines |
Extracting Modal Implications and Equivalences from Cognitive Minds / Radoslaw Piotr Katarzyniak |
Author Index |
Long Papers |
Pattern Mining |
Predictive Graph Mining / Andreas Karwath ; Luc De Raedt |
An Efficient Algorithm for Enumerating Closed Patterns in Transaction Databases / Takeaki Uno ; Tatsuya Asai ; Yuzo Uchida ; Hiroki Arimura |
Finding Optimal Pairs of Cooperative and Competing Patterns with Bounded Distance / Shunsuke Inenaga ; Hideo Bannai ; Heikki Hyyrö ; Ayumi Shinohara ; Masayuki Takeda ; Kenta Nakai ; Satoru Miyano |
Classification |