CHAPTER IX CLASSIFICATION OF METHODS Problem.—From a mathematical standpoint, as we have seen, the aim of factor-analysis is, broadly speaking, to find a reversible (or ' non-singular') transformation which will enable us to reduce a given matrix of figures, such as a table of test-measurements or of correlations, to an equivalent form which shall be of the simplest possible type, at least so far as such automatic simplification is consistent with the problem and scope of the research in hand. To effect such a transformation various working procedures are available, which are to be found in textbooks on higher algebra or analytic geometryx ; and, corresponding to these pro- cedures, different methods of analysis have been proposed by psychologists during the last ten or fifteen years—the 6 two-factor method/ the ' centroid method,5 the * method of principal components/ the ' method of trigonometrical rotation'—each having its own special merits and its own group of advocates. The sponsors of any one method warmly criticize the rest. Thurstone considers Hotelling's results to be " psy- chologically meaningless" ; Kelley pronounces Thur- stone's method to be " logically unsound" ; Spearman rejects all three in favour of his own original procedure (with simple extensions where necessary) ; and his criticisms have been supported by Stephenson in this country and Holzinger in America. The general student thus comes to regard each method as wholly incompatible with the others, and is at a loss to know which to choose. In a Memorandum on factorial methods, drawn up at 1 Cf. [26], [44], [73], [74]. For the practical computer perhaps the clearest exposition of the classical devices of the professional mathematician is to be found in the recent work on Elementary Matrices by Frazer, Duncan, and Collar (Cambridge University Press, 1938, esp. chap. iv). 255