2012

Reliable Knowledge Discovery

Editors:

ISBN: 978-1-4614-1902-0 (Print) 978-1-4614-1903-7 (Online)

Table of contents (17 chapters)

  1. Front Matter

    Pages i-xviii

  2. Reliability Estimation

    1. Front Matter

      Pages 1-1

    2. No Access

      Book Chapter

      Pages 3-27

      Transductive Reliability Estimation for Individual Classifications in Machine Learning and Data Mining

    3. No Access

      Book Chapter

      Pages 29-49

      Estimating Reliability for Assessing and Correcting Individual Streaming Predictions

    4. No Access

      Book Chapter

      Pages 51-66

      Error Bars for Polynomial Neural Networks

  3. Reliable Knowledge Discovery Methods

    1. Front Matter

      Pages 67-67

    2. No Access

      Book Chapter

      Pages 69-92

      Robust-Diagnostic Regression: A Prelude for Inducing Reliable Knowledge from Regression

    3. No Access

      Book Chapter

      Pages 93-107

      Reliable Graph Discovery

    4. No Access

      Book Chapter

      Pages 109-126

      Combining Version Spaces and Support Vector Machines for Reliable Classification

    5. No Access

      Book Chapter

      Pages 127-147

      Reliable Ticket Routing in Expert Networks

    6. No Access

      Book Chapter

      Pages 149-159

      Reliable Aggregation on Network Traffic for Web Based Knowledge Discovery

    7. No Access

      Book Chapter

      Pages 161-182

      Sensitivity and Generalization of SVM with Weighted and Reduced Features

    8. No Access

      Book Chapter

      Pages 183-200

      Reliable Gesture Recognition with Transductive Confidence Machines

  4. Reliability Analysis

    1. Front Matter

      Pages 201-201

    2. No Access

      Book Chapter

      Pages 203-218

      Reliability in A Feature-Selection Process for Intrusion Detection

    3. No Access

      Book Chapter

      Pages 219-226

      The Impact of Sample Size and Data Quality to Classification Reliability

    4. No Access

      Book Chapter

      Pages 227-238

      A Comparative Analysis of Instance-based Penalization Techniques for Classification

    5. No Access

      Book Chapter

      Pages 239-255

      Subsequence Frequency Measurement and its Impact on Reliability of Knowledge Discovery in Single Sequences

  5. Reliability Improvement Methods

    1. Front Matter

      Pages 257-257

    2. No Access

      Book Chapter

      Pages 259-268

      Improving Reliability of Unbalanced Text Mining by Reducing Performance Bias

    3. No Access

      Book Chapter

      Pages 269-290

      Formal Representation and Verification of Ontology Using State Controlled Coloured Petri Nets

    4. No Access

      Book Chapter

      Pages 291-306

      A Reliable System Platform for Group Decision Support under Uncertain Environments

  6. Back Matter

    Pages 307-308