Book Volume 3 2014

Data Mining for Service

Editors:

ISBN: 978-3-642-45251-2 (Print) 978-3-642-45252-9 (Online)

Table of contents (15 chapters)

  1. Front Matter

    Pages i-viii

  2. Fundamental Technologies Supporting Service Science

    1. Front Matter

      Pages 1-1

    2. No Access

      Chapter

      Pages 3-10

      Data Mining for Service

    3. No Access

      Chapter

      Pages 11-26

      Feature Selection Over Distributed Data Streams

    4. No Access

      Chapter

      Pages 27-39

      Learning Hidden Markov Models Using Probabilistic Matrix Factorization

    5. No Access

      Chapter

      Pages 41-60

      Dimensionality Reduction for Information Retrieval Using Vector Replacement of Rare Terms

    6. No Access

      Chapter

      Pages 61-76

      Panel Data Analysis Via Variable Selection and Subject Clustering

  3. Knowledge Discovery from Text

    1. Front Matter

      Pages 77-77

    2. No Access

      Chapter

      Pages 79-96

      A Weighted Density-Based Approach for Identifying Standardized Items that are Significantly Related to the Biological Literature

    3. No Access

      Chapter

      Pages 97-110

      Nonnegative Tensor Factorization of Biomedical Literature for Analysis of Genomic Data

    4. No Access

      Chapter

      Pages 111-129

      Text Mining of Business-Oriented Conversations at a Call Center

  4. Approach for New Services in Social Media

    1. Front Matter

      Pages 131-131

    2. No Access

      Chapter

      Pages 133-150

      Scam Detection in Twitter

    3. No Access

      Chapter

      Pages 151-170

      A Matrix Factorization Framework for Jointly Analyzing Multiple Nonnegative Data Sources

    4. No Access

      Chapter

      Pages 171-196

      Recommendation Systems for Web 2.0 Marketing

  5. Data Mining Spreading into Various Service Fields

    1. Front Matter

      Pages 197-197

    2. No Access

      Chapter

      Pages 199-219

      Handling Imbalanced and Overlapping Classes in Smart Environments Prompting Dataset

    3. No Access

      Chapter

      Pages 221-243

      Change Detection from Heterogeneous Data Sources

    4. No Access

      Chapter

      Pages 245-269

      Interesting Subset Discovery and Its Application on Service Processes

    5. No Access

      Chapter

      Pages 271-291

      Text Document Cluster Analysis Through Visualization of 3D Projections