8. Model and Dimensionality Selection

  1. Pieter M. Kroonenberg

Published Online: 16 JUL 2007

DOI: 10.1002/9780470238004.ch8

Applied Multiway Data Analysis

Applied Multiway Data Analysis

How to Cite

Kroonenberg, P. M. (2008) Model and Dimensionality Selection, in Applied Multiway Data Analysis, John Wiley & Sons, Inc., Hoboken, NJ, USA. doi: 10.1002/9780470238004.ch8

Author Information

  1. Leiden University, Department of Education, The Netherlands

Publication History

  1. Published Online: 16 JUL 2007
  2. Published Print: 11 JAN 2008

ISBN Information

Print ISBN: 9780470164976

Online ISBN: 9780470238004

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Keywords:

  • model selection;
  • dimensionality selection;
  • degrees of freedom;
  • Tucker model;
  • model stability

Summary

This chapter contains sections titled:

  • Introduction

  • Chapter Preview

  • Sample Size and Stochastics

  • Degrees of Freedom

  • Selecting the Dimensionality of a Tucker Model

  • Selecting the Dimensionality of a Parafac Model

  • Model Selection from a Hierarchy

  • Model Stability and Predictive Power

  • Example: Chopin Prelude Data

  • Conclusions