Page 363 - Deep Learning
P. 363

346                         Conversion

            Arthur B. Markman. A structure mapping process constructs a correspondence
            between the conceptual structure of one knowledge system or representation
            and the conceptual structure of another in such a way that it is clear which
            component of one corresponds to which component of the other. Structure
            mapping can create an analogy between two concrete objects, two situations,
            two problems and so on, but it can also apply an abstract schema to a concrete
            situation. Although the bisociation process was an unexplained black box at
            the time Koestler proposed it, extensive theoretical work on analogical map-
            ping since then has opened that box and shown us multiple views of the cog-
            wheels inside. Researchers have proposed a variety of different computational
            models of the mapping process, but their details are not needed here.
               The discovery that theory Th(A) can subsume domain B causes a link to
            be created in memory between Th(A) and objects and events in B. Once such
            a connection has been established, the contender theory Th(A) is no longer
            semantically  remote  from  events  and  objects  in  B.  Future  encounters  with
            such objects and events will evoke both Th(B) and Th(A), although perhaps
            not with equal probability or equal activation levels. But once the relevant
            memory link is formed, Th(A) is evoked by the ordinary process of memory
            retrieval and the person is in a mental state in which he can think about B
            in two mutually contradictory ways: in terms of Th(A), which is now better
            rendered as Th(A+B) to symbolize the extension of its domain of application,
            and in terms of Th(B). The cognitive conflict between Th(A+B) and Th(B)
            has become manifest and the person experiences a theory-theory conflict (as
            opposed to a theory-evidence conflict).


                                  Competitive Evaluation
            Once the relevance of the contender theory Th(A+B) for some target domain
            B has been discovered, the person has a choice as to which theory should
            determine  his  behavior  or  discourse  in  that  domain.  The  resubsumption
              theory claims that this choice is not a deliberate act of choosing. Instead, the
            preference for one theory over the other emerges in a process of competitive
            evaluation that extends over some period of time. In logic-inspired accounts
            of theory change, the operative question is, does the evidence imply that one of
            these theories is more veridical than the other? In contrast, the  resubsumption
            principle  claims  that  the  operative  question  is,  which  view  of  the  relevant
            domain has higher cognitive utility?
               Whenever the contender theory Th(A+B) is retrieved and applied to domain
            B, the person’s implicit or intuitive estimate of its utility is updated: Feedback from
   358   359   360   361   362   363   364   365   366   367   368