This book constitutes the refereed proceedings of the 7th International Conference on Discovery Science, DS 2004, held in Padova, Italy in October 2004.
The 20 revised long papers and the 19 revised regular papers presented were carefully reviewed and selected from 80 submissions. The papers are organized in topical sections on pattern mining, classification, outlier detection, clustering, feature construction and generation, knowledge acquisition, discovery science in reality, machine learning algorithms, Web mining, applications of predictive methods, and interdisciplinary approaches.
Author(s): Andreas Karwath, Luc De Raedt (auth.), Einoshin Suzuki, Setsuo Arikawa (eds.)
Series: Lecture Notes in Computer Science 3245 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2004
Language: English
Pages: 430
Tags: Artificial Intelligence (incl. Robotics); Database Management; Information Storage and Retrieval; Computer Appl. in Administrative Data Processing; Computer Appl. in Social and Behavioral Sciences
Front Matter....Pages -
Fast Hierarchical Clustering Algorithm Using Locality-Sensitive Hashing....Pages 114-128
Measuring the Similarity for Heterogenous Data: An Ordered Probability-Based Approach....Pages 129-141
Constructive Inductive Learning Based on Meta-attributes....Pages 142-154
Resemblance Coefficient and a Quantum Genetic Algorithm for Feature Selection....Pages 155-168
Extracting Positive Attributions from Scientific Papers....Pages 169-182
Enhancing SVM with Visualization....Pages 183-194
An Associative Information Retrieval Based on the Dependency of Term Co-occurrence....Pages 195-206
On the Convergence of Incremental Knowledge Base Construction....Pages 207-218
Predictive Graph Mining....Pages 1-15
An Efficient Algorithm for Enumerating Closed Patterns in Transaction Databases....Pages 16-31
Finding Optimal Pairs of Cooperative and Competing Patterns with Bounded Distance....Pages 32-46
Mining Noisy Data Streams via a Discriminative Model....Pages 47-59
CorClass: Correlated Association Rule Mining for Classification....Pages 60-72
Maximum a Posteriori Tree Augmented Naive Bayes Classifiers....Pages 73-88
Privacy Problems with Anonymized Transaction Databases....Pages 219-229
A Methodology for Biologically Relevant Pattern Discovery from Gene Expression Data....Pages 230-241
Using the Computer to Study the Dynamics of the Handwriting Processes....Pages 242-254
Product Recommendation in e-Commerce Using Direct and Indirect Confidence for Historical User Sessions....Pages 255-269
Improving Prediction of Distance-Based Outliers....Pages 89-100
Detecting Outliers via Logical Theories and Its Data Complexity....Pages 101-113
Seamlessly Supporting Combined Knowledge Discovery and Query Answering: A Case Study....Pages 403-411
A Structuralist Approach Towards Computational Scientific Discovery....Pages 412-419
Extracting Modal Implications and Equivalences from Cognitive Minds....Pages 420-428
Optimal Discovery of Subword Associations in Strings....Pages 270-277
Tiling Databases....Pages 278-289
A Clustering of Interestingness Measures....Pages 290-297
Extracting Minimal and Closed Monotone DNF Formulas....Pages 298-305
Characterizations of Multivalued Dependencies and Related Expressions....Pages 306-313
Reasoning-Based Knowledge Extraction for Text Classification....Pages 380-387
A Useful System Prototype for Intrusion Detection – Architecture and Experiments....Pages 388-395
Discovery of Hidden Similarity on Collaborative Filtering to Overcome Sparsity Problem....Pages 396-402
Outlier Handling in the Neighbourhood-Based Learning of a Continuous Class....Pages 314-321
A New Clustering Algorithm Based On Cluster Validity Indices....Pages 322-329
An Efficient Rules Induction Algorithm for Rough Set Classification....Pages 330-337
Analysing the Trade-Off Between Comprehensibility and Accuracy in Mimetic Models....Pages 338-346
Generating AVTs Using GA for Learning Decision Tree Classifiers with Missing Data....Pages 347-354
Using WWW-Distribution of Words in Detecting Peculiar Web Pages....Pages 355-362
DHT Facilitated Web Service Discovery Incorporating Semantic Annotation....Pages 363-370
Discovering Relationships Among Catalogs....Pages 371-379
Back Matter....Pages -
