84 THE FACTORS OF THE MIND more rigid mathematical basis. By examining the relations and resemblances of visual sensations, obtained not from mere introspective comparisons but from quantitative experiments on the effects of mixing lights of varying hue, it is possible to secure a series of colour-equations; and it is then not difficult to show that these equations are reducible to terms of three independent variables only—the so-called primary colours, three colour-factors that can be repre- sented by the three dimensions of the familiar double colour pyramid. We may even determine what three primary colours will best fit the actual data.1 But whether there are really three separate retinal substances or processes corresponding precisely to these theoretical primaries is a question that cannot be decided from the colour equations alone. The mental c factors' with which recent factor-analysis is more commonly concerned—the ' primary abilities' deduced from tests applied to school children or adults— have precisely the same abstract nature. Like the primary colours deduced from the colour equations, they are postu- lated to provide a standard frame of reference. They are, in short, as the schoolboy is taught to say, * component vectors' into which c resultants ' may be ideally ' resolved.' Analogy between Factor-analysis and the Resolution of Forces.—The foregoing illustrations, however, bring to the fore an important point of difference between factor-analysis in psychology 'and analogous methods of solving geometric problems in the simpler physical sciences. The dimensions with which the navigator or the aeronaut is primarily con- cerned are directions in actual space : the dimensions with which the psychologist deals are directions in a diagram only, and the lines of which he speaks represent changes in non- spatial variables, not differences in actual length or actual 1 In our own laboratory, Mr, P. H. Chatterji has recently been working over the problem of colour-vision afresh from this point of view, applying a more up-to-date factorial technique both to his own data and to that recorded in the literature. I may add that many of the time-honoured problems in sensation, hitherto attacked by so-called psycho-physical methods only, could be fruitfully taken up anew from the standpoint of the analysis of variance or covariance,