Data Mining

Special Issue in Annals of Information Systems

Editors:

ISBN: 978-1-4419-1279-4 (Print) 978-1-4419-1280-0 (Online)

Table of contents (17 chapters)

  1. Front Matter

    Pages i-xiii

  2. No Access

    Book Chapter

    Pages 1-15

    Data Mining and Information Systems: Quo Vadis?

  3. Confirmatory data analysis

    1. Front Matter

      Pages 17-17

    2. No Access

      Book Chapter

      Pages 19-49

      Response-Based Segmentation Using Finite Mixture Partial Least Squares

  4. Knowledge discovery from supervised learning

    1. Front Matter

      Pages 51-51

    2. No Access

      Book Chapter

      Pages 53-74

      Building Acceptable Classification Models

    3. No Access

      Book Chapter

      Pages 75-98

      Mining Interesting Rules Without Support Requirement: A General Universal Existential Upward Closure Property

    4. No Access

      Book Chapter

      Pages 99-119

      Classification Techniques and Error Control in Logic Mining

  5. Classification analysis

    1. Front Matter

      Pages 121-121

    2. No Access

      Book Chapter

      Pages 123-146

      An Extended Study of the Discriminant Random Forest

    3. No Access

      Book Chapter

      Pages 147-158

      Prediction with the SVM Using Test Point Margins

    4. No Access

      Book Chapter

      Pages 159-192

      Effects of Oversampling Versus Cost-Sensitive Learning for Bayesian and SVM Classifiers

    5. No Access

      Book Chapter

      Pages 193-226

      The Impact of Small Disjuncts on Classifier Learning

  6. Hybrid data mining procedures

    1. Front Matter

      Pages 227-227

    2. No Access

      Book Chapter

      Pages 229-253

      Predicting Customer Loyalty Labels in a Large Retail Database: A Case Study in Chile

    3. No Access

      Book Chapter

      Pages 255-276

      PCA-based Time Series Similarity Search

    4. No Access

      Book Chapter

      Pages 277-297

      Evolutionary Optimization of Least-Squares Support Vector Machines

    5. No Access

      Book Chapter

      Pages 299-313

      Genetically Evolved kNN Ensembles

  7. Web-mining

    1. Front Matter

      Pages 315-315

    2. No Access

      Book Chapter

      Pages 317-334

      Behaviorally Founded Recommendation Algorithm for Browsing Assistance Systems

    3. No Access

      Book Chapter

      Pages 335-350

      Using Web Text Mining to Predict Future Events: A Test of the Wisdom of Crowds Hypothesis

  8. Privacy-preserving data mining

    1. Front Matter

      Pages 351-351

    2. No Access

      Book Chapter

      Pages 353-373

      Avoiding Attribute Disclosure with the (Extended) p-Sensitive k-Anonymity Model

    3. No Access

      Book Chapter

      Pages 375-387

      Privacy-Preserving Random Kernel Classification of Checkerboard Partitioned Data