Book Volume 3245 2004

Discovery Science

7th International Conference, DS 2004, Padova, Italy, October 2-5, 2004. Proceedings


ISBN: 978-3-540-23357-2 (Print) 978-3-540-30214-8 (Online)

Table of contents (39 chapters)

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  1. Front Matter

    Pages -

  2. Long Papers

    1. Pattern Mining

      1. Chapter

        Pages 1-15

        Predictive Graph Mining

      2. Chapter

        Pages 16-31

        An Efficient Algorithm for Enumerating Closed Patterns in Transaction Databases

      3. Chapter

        Pages 32-46

        Finding Optimal Pairs of Cooperative and Competing Patterns with Bounded Distance


      1. Chapter

        Pages 47-59

        Mining Noisy Data Streams via a Discriminative Model

      2. Chapter

        Pages 60-72

        CorClass: Correlated Association Rule Mining for Classification

      3. Chapter

        Pages 73-88

        Maximum a Posteriori Tree Augmented Naive Bayes Classifiers

      Outlier Detection

      1. Chapter

        Pages 89-100

        Improving Prediction of Distance-Based Outliers

      2. Chapter

        Pages 101-113

        Detecting Outliers via Logical Theories and Its Data Complexity


      1. Chapter

        Pages 114-128

        Fast Hierarchical Clustering Algorithm Using Locality-Sensitive Hashing

      2. Chapter

        Pages 129-141

        Measuring the Similarity for Heterogenous Data: An Ordered Probability-Based Approach

      Feature Construction and Generation

      1. Chapter

        Pages 142-154

        Constructive Inductive Learning Based on Meta-attributes

      2. Chapter

        Pages 155-168

        Resemblance Coefficient and a Quantum Genetic Algorithm for Feature Selection

      Knowledge Acquisition

      1. Chapter

        Pages 169-182

        Extracting Positive Attributions from Scientific Papers

      2. Chapter

        Pages 183-194

        Enhancing SVM with Visualization

      3. Chapter

        Pages 195-206

        An Associative Information Retrieval Based on the Dependency of Term Co-occurrence

      4. Chapter

        Pages 207-218

        On the Convergence of Incremental Knowledge Base Construction

      Discovery Science in Reality

      1. Chapter

        Pages 219-229

        Privacy Problems with Anonymized Transaction Databases

      2. Chapter

        Pages 230-241

        A Methodology for Biologically Relevant Pattern Discovery from Gene Expression Data

      3. Chapter

        Pages 242-254

        Using the Computer to Study the Dynamics of the Handwriting Processes

      4. Chapter

        Pages 255-269

        Product Recommendation in e-Commerce Using Direct and Indirect Confidence for Historical User Sessions

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