2011

Data Mining with Rattle and R

The Art of Excavating Data for Knowledge Discovery

Authors:

ISBN: 978-1-4419-9889-7 (Print) 978-1-4419-9890-3 (Online)

Table of contents (18 chapters)

  1. Front Matter

    Pages i-xx

  2. Explorations

    1. Front Matter

      Pages 1-1

    2. No Access

      Book Chapter

      Pages 3-19

      Introduction

    3. No Access

      Book Chapter

      Pages 21-55

      Getting Started

    4. No Access

      Book Chapter

      Pages 57-74

      Working with Data

    5. No Access

      Book Chapter

      Pages 75-98

      Loading Data

    6. No Access

      Book Chapter

      Pages 99-136

      Exploring Data

    7. No Access

      Book Chapter

      Pages 137-148

      Interactive Graphics

    8. No Access

      Book Chapter

      Pages 149-168

      Transforming Data

  3. Building Models

    1. Front Matter

      Pages 169-169

    2. No Access

      Book Chapter

      Pages 171-177

      Descriptive and Predictive Analytics

    3. No Access

      Book Chapter

      Pages 179-192

      Cluster Analysis

    4. No Access

      Book Chapter

      Pages 193-203

      Association Analysis

    5. No Access

      Book Chapter

      Pages 205-244

      Decision Trees

    6. No Access

      Book Chapter

      Pages 245-268

      Random Forests

    7. No Access

      Book Chapter

      Pages 269-291

      Boosting

    8. No Access

      Book Chapter

      Pages 293-304

      Support Vector Machines

  4. Delivering Performance

    1. Front Matter

      Pages 305-305

    2. No Access

      Book Chapter

      Pages 307-321

      Model Performance Evaluation

    3. No Access

      Book Chapter

      Pages 323-327

      Deployment

  5. Appendices

    1. Front Matter

      Pages 329-329

    2. No Access

      Book Chapter

      Pages 331-333

      Installing Rattle

    3. No Access

      Book Chapter

      Pages 335-355

      Sample Datasets

  6. Back Matter

    Pages 357-374