<?xml version="1.0" encoding="UTF-8"?>
<term>
  <id>10108</id>
  <title>Procrustes analysis</title>
  <longtitle>IUPAC Gold Book - Procrustes analysis</longtitle>
  <doi>10.1351/goldbook.10108</doi>
  <code>10108</code>
  <status>current</status>
  <definitions>
    <item>
      <id>1</id>
      <text>Comparison of shapes of multi-dimensional objects by a series of geometrical transformations to minimise the sum of squared distances between the transformed and target structures while maintaining the internal structure of the objects.</text>
      <notes>
        <item>For two objects defined by \(\boldsymbol{X}\) and \(\boldsymbol{Y}\) the manipulation orthogonal rotation/reflection matrix \(\boldsymbol{R}\) Procrustes analysis minimises: \(\parallel\! \boldsymbol{Y} - \boldsymbol{X}\boldsymbol{R}\parallel^{2}\) subject to \(\boldsymbol{R}^{\rm{T}} \boldsymbol{R} = \boldsymbol{R} \boldsymbol{R}^{\rm{T}} = 1\).</item>
        <item>Ordinary, or classical, Procrustes analysis is when an object is compared to one other object, which may be a reference shape. Generalized Procrustes analysis compares three or more shapes to an optimally-determined mean shape.</item>
      </notes>
      <sources>
        <item>PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 423 (https://doi.org/10.1515/pac-2015-0605)</item>
      </sources>
    </item>
  </definitions>
  <altoutputs>
    <html>https://goldbook.iupac.org/terms/view/10108/html</html>
    <json>https://goldbook.iupac.org/terms/view/10108/json</json>
    <plain>https://goldbook.iupac.org/terms/view/10108/plain</plain>
  </altoutputs>
  <citation>Citation: 'Procrustes analysis' in IUPAC Compendium of Chemical Terminology, 5th ed. International Union of Pure and Applied Chemistry; 2025. Online version 5.0.0, 2025. 10.1351/goldbook.10108</citation>
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  <accessed>2026-08-06T08:03:44+00:00</accessed>
</term>
