Page 140 - Deep Learning
P. 140

Creative Insight: The Redistribution Theory    123

            The  Scope  and  Multiplicity  principles  are  explications  of  the  intuitive  ideas
            that a  representational change is more difficult to achieve, the larger it is, and
            that relaxing several constraints is more difficult than relaxing a single con-
            straint. More stringent experimental tests have to await the derivation of yet
            other  predictions from the theory. The main strength of the theory is that it
            improves on prior theories.


                                 Relations to Prior Theories

            Experimental psychologists tend to believe that scientific progress is served
            by pitting theories against each other in a race for the best account of the
            data. Although philosophers and historians of science agree that competitive
            comparison is an important part of scientific method, psychologists’ advo-
            cacy of this procedure is overdone. Theories are only in competition with one
            another when two conditions are satisfied: Both theories aim to explain the
            same phenomena, and the two theories are mutually exclusive in the strong
            sense that if one theory is true, the other cannot also be true. In practice,
            these two conditions hold less frequently than philosophers have assumed,
            and they hardly ever hold in cognitive psychology. The more common case
            is that two or more theories address different phenomena or make different
            but compatible assertions. Research articles that present two or more equally
            plausible but mutually exclusive theories and compare their relative fit to data
            are in fact quite rare.
               I see the task of theory building differently. There is no possibility that
            any single principle or process will turn out to explain every aspect of human
            cognition, or even every feature of insight, so we should hesitate to throw
            away potentially useful principles and instead make the most of each one.
            Principles  proposed  by  different  researchers  are  sometimes  synonymous
            once we look behind differences in terminology; they are more often com-
            plementary than contradictory; and they are occasionally related as special
            case  to  general  principle.  Researchers  should  identify  those  relations  and
            assemble a repertoire of explanatory principles that enable us to understand
            as many aspects of creative insight as possible. Theory building should pro-
            ceed through critical analysis and conceptual synthesis rather than through
            selection by competition.

            Alternative explanations for impasses?
            The idea that impasses are caused by unhelpful prior knowledge has been redis-
            covered multiple times. The Gestalt psychologists advanced two principles to
   135   136   137   138   139   140   141   142   143   144   145