Discovery Science(发现科学/会议录)

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.

Long Papers
Pattern Mining
Predictive Graph Mining
　An Efficient Algorithm for Enumerating Closed Patterns　in Transaction Databases
　Finding Optimal Pairs of Cooperative and Competing Patterns　with Bounded Distance
Classification
　Mining Noisy Data Streams via a Discriminative Model
　CorClass: Correlated Association Rule Mining for Classification
　Maximum a Posteriori Tree Augmented Naive Bayes Classifiers
Outlier Detection
　Improving Prediction of Distance-Based Outliers
　Detecting Outliers via Logical Theories and Its Data Complexity
Clustering
　Fast Hierarchical Clustering Algorithm Using Locality-Sensitive Hashing
　Measuring the Similarity for Heterogenous Data:　An Ordered Probability-Based Approach
Feature Construction and Generation
　Constructive Inductive Learning Based on Meta-attributes
　Resemblance Coefficient and a Quantum Genetic Algorithm　for Feature Selection
Knowledge Acquisition
　Enhancing SVM with Visualization
　An Associative Information Retrieval　Based on the Dependency of Term Co-occurrence
　On the Convergence of Incremental Knowledge Base Construction
Discovery Science in Reality
　Privacy Problems with Anonymized Transaction Databases
　A Methodology for Biologically Relevant Pattern Discovery　from Gene Expression Data
　Using the Computer　to Study the Dynamics of the Handwriting Processes
　Product Recommendation in e-Commerce　Using Direct and Indirect Confidence for Historical User SessionsN
Regular Papers
Applications of Predictive Methods
Inerdisciplinary Approaches
Author Index