Three-way component analysis: Principles and illustrative application

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Abstract

Three-way component analysis techniques are designed for descriptive analysis of 3-way data, for example, when data are collected on individuals, in different settings, and on different measures. Such techniques summarize all information in a 3-way data set by summarizing, for each way of the 3-way data set, the associated entities through a few components and describing the relations between these components. In this article, 3-mode principal components analysis is described at an elementary level. Guidance is given concerning the choices to be made in each step of the process of analyzing 3-way data by this technique. The complete process is illustrated with a detailed description of the analysis of an empirical 3-way data set.

Original languageEnglish
Pages (from-to)84-110
Number of pages27
JournalPsychological Methods
Volume6
Issue number1
DOIs
Publication statusPublished - Mar-2001

Keywords

  • LEAST-SQUARES ALGORITHMS
  • INDIVIDUAL-DIFFERENCES
  • ANALYSIS MODEL
  • 3-MODE DATA
  • ROTATION

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