9. Some Final Comments and Guidelines

  1. Brian S. Everitt,
  2. Sabine Landau,
  3. Morven Leese and
  4. Daniel Stahl

Published Online: 25 JAN 2011

DOI: 10.1002/9780470977811.ch9

Cluster Analysis, 5th Edition

Cluster Analysis, 5th Edition

How to Cite

Everitt, B. S., Landau, S., Leese, M. and Stahl, D. (2011) Some Final Comments and Guidelines, in Cluster Analysis, 5th Edition, John Wiley & Sons, Ltd, Chichester, UK. doi: 10.1002/9780470977811.ch9

Author Information

  1. King's College London, UK

Publication History

  1. Published Online: 25 JAN 2011
  2. Published Print: 7 JAN 2011

Book Series:

  1. Wiley Series in Probability and Statistics

Book Series Editors:

  1. Walter A. Shewhart and
  2. Samuel S. Wilks

ISBN Information

Print ISBN: 9780470749913

Online ISBN: 9780470977811

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Keywords:

  • cluster validation;
  • Cormack;
  • robustness

Summary

This chapter gives an overview of the steps in a typical analysis. It discusses those steps concerned with cluster validation and interpretation, and two applications that illustrate many of the issues involved. A test for the absence of cluster structure may not be necessary if the reason for clustering is practical. Comparing partitions or trees, either with each other or with data, is a common requirement in cluster validation. Internal cluster quality can be taken to refer to the extent to which clusters meet the requirements for good clusters, as defined by Cormack, namely isolation and cohesion. Robustness refers to the effects of errors in data or missing observations, and changes in the data or methods.

Controlled Vocabulary Terms

robustness