• Title of article

    Critical evaluation of two F-tests for selecting the number of factors in abstract factor analysis

  • Author/Authors

    Klaas Faber، نويسنده , , Brace R. Kowalski، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 1997
  • Pages
    15
  • From page
    57
  • To page
    71
  • Abstract
    Two recently introduced F-tests conducted by Malinowsky and Sindreu et al. for selecting the number of factors in abstract factor analysis are critically evaluated. The first objective of this paper is to investigate the correct number of degrees of freedom to be used in these tests. It is shown that the number of degrees of freedom employed in these tests is inconsistent with the F-ratio scrutinized for significance. A modification of the degrees of freedom is proposed that yields markedly improved significance levels for the first F-tests. The latter F-tests can not be corrected in this way since it also violates the prerequisite of an F-tests that the variances to be compared should be independent. The second objective of this paper is to demonstrate that an incorrect method does not necessarily give bad results. This phenomenon will often give rise to misleading interpretations in practice. Since empirical selection rules are rampant in the area of abstract factor analysis, pointing out this fact should serve as an important caveat.
  • Keywords
    Abstract factor analysis , Chemometrics , F-tests , Degrees of freedom , Pseudorank estimation
  • Journal title
    Analytica Chimica Acta
  • Serial Year
    1997
  • Journal title
    Analytica Chimica Acta
  • Record number

    1025190