Page 364 - Deep Learning
P. 364

Belief Revision: The Resubsumption Theory     347

            the environment informs the person about how well the actions derived from the
            theory work – that is, how good a tool the theory is for solving life’s cognitive
            tasks. Environmental feedback takes different forms in different types of tasks.
            For example, a poor decision, informed by an inadequate theory of the relevant
            domain, might lead to an unnecessary waste of time, a type of outcome that can-
            not be cast as a logical contradiction. If a theory works well – that is, if evoking it
            enables the person to successfully solve the cognitive tasks he undertakes – then
            the estimate of its utility increases; if the theory gets the person into trouble, then
            the utility is decreased. Over time, the feedback generated by task performance
            converges on a stable estimate of the cognitive utility of the relevant theory.
               The contender theory Th(A+B) does not start at zero utility. That the-
            ory emerged because it was needed to make sense of domain A and its utility
            reflects its usefulness in that domain. Hence, the two competitors might start
            out at comparable utility levels. They might be running neck to neck, as it
            were, for some time, but if Th(B) generates negative feedback and Th(A+B)
            generates positive feedback, the advantage of the former will decrease. The
            person might switch back and forth between them with a gradually increasing
            awareness that his thinking is incoherent and that a choice has to be made as
            to what to believe. If the contender theory continues to accrue utility through
            successful use, it will eventually surpass the resident theory.
               If the contender theory is in fact more veridical than the resident theory, its
            use will tend to increase its estimated utility. At first glance, this state of affairs
            seems utterly implausible. Why would a theory that arises from an attempt to
            understand domain B be less useful for dealing with that domain than a the-
            ory formed in response to information about some other domain? When we
            initially become familiar with a domain, we tend to perceive, categorize and
            remember  the  domain  in  terms  of  perceptual  features  and  simple  relations
            among its surface features. We spontaneously carve the world at the joints as
            we see them. However, surface validity goes only so far, because surface features
            are not, in fact, perfect, and sometimes not even good, predictors of underlying
            mechanisms. Sharks and dolphins look similar but are quite different animals,
            glass and diamond look similar but are quite different substances and so on.
            The history of science is a long testimony to the fact that our perceptual systems
            do not carve the world at its true joints. Effective and accurate theories require
            that we stand back from the surface appearances and parse reality according to
            features that might not attract our attention at first. Consequently, a theory that
            began as an attempt to understand some other area of experience might hap-
            pen to slice that domain in such a way that when its structure is superimposed
            on another domain, it provides a better account than the theory initially and
   359   360   361   362   363   364   365   366   367   368   369