104 THE FACTORS OF THE MIND - where m$ denotes z's measurements in test j, the fs denote the weights or factor-loadings, them's, j>?s, j's, and ^3s denote the four kinds of factor—general, group, specific, and error factors respectively, and the summations indicate that more than one factor of each kind may conceivably be present in each test.1 Since, however, the kinds of factors are being defined solely according to the number of traits and occasions into which they enter, we can usually amalgamate factors of the same kind entering into the same trait or set of traits into one. Thus, as we shall see in a moment, except for the group-factors, all the summations may be dropped; mathematically, indeed, with only a single correlation table, it is impossible to distinguish more than one specific factor for each test, or more than one positive general factor for the whole table, or even error factors from specific. The Need for Relevance in the Correlated, Traits.—The foregoing definitions of the various kinds of factors reveal at once what a heavy onus is placed upon the initial selection of the traits. Evidently if the general factor were defined simply as that particular characteristic (or set of charac- teristics) that is common to all the traits selected for com- parison, it could possess little or no stable meaning, unless those traits had already been selected according to some provisional principle. Much the same holds good of the so-called group-factors. At the same time, the definitions need not be taken to imply that any feature that is common to all the traits in a haphazard batch becomes ipso facto a general factor, or that any feature which is shared by some but not all of them becomes ipso facto a group-factor. We may call them * general features' or ' group features,' but the term * factor ' usually suggests something more. A factor we have described, not as any characteristic that may be observed or named, but as one which can serve as a principle of classification, i.e., as it were, a stable nuclear feature, which may be conceived as implying, in a wide variety of instances and under various changes of conditions, the numerous attributes that it synthesizes. As Aristotle pointed out, there are three things we must look to in seeking principles for systematic classification : the terms 1 Marks of Examiners, p. 258, eq. (v).