Page 131 - Deep Learning
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114                         Creativity

            According to the redistribution theory, this subjective experience is illusory.
            The solution is always constructed piecemeal, but under some circumstances
            the  construction  is  so  rapid  and  effortless  that  it  leaves  little  or  no  trace
            in  consciousness.  It  is  possible  to  specify  those  circumstances  with  some
            precision.
               If  a  problem  solver  could  extend  his  look-ahead  –  his  mental  search
            through the space of possible solutions – all the way to the goal, then there
            would be no further uncertainty, no more false starts and no dead ends. If he
            can see the entire path to the goal in his mind’s eye, he merely needs to carry
            out the actions on that path in the physical solution space. Trial and error
            thinking – look-ahead – preempts trial and error action.
               But  mental  look-ahead  is  limited  by  working  memory  capacity.
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            Cognitive psychologists have not yet reached a consensus about the nature
            of this capacity limit.  The alternatives include a finite amount of activa-
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            tion, interference, rapid decay, small storage space and an inability to inhibit
            distracting information. From the point of view of the theory of insight, the
            important point is that capacity is limited (somehow). Mental look-ahead
            cannot illuminate a large region of the solution space; it only reveals the
            immediate vicinity of the current problem state. For novices working in an
            unfamiliar solution space, the horizon of mental look-ahead is likely to be
            only a few steps away.
               What happens when one or more previously unheeded options come to
            mind depends on the distance between the state in which the insight occurred
            and the goal state, taken in relation to the horizon of mental look-ahead. The
            variable of interest is the number of steps required to reach the goal from the
            problem state in which the impasse is resolved. If working memory capacity
            allows look-ahead to extend a maximum of n steps into the search space, and
            the goal is more than n steps away, then mental look-ahead cannot reveal the
            entire solution. In this case, the insight is followed by continued analytical
            problem solving, complete with backups, errors, search, uncertainty and per-
            haps further impasses. In this case, there is no subjective feeling of seeing the
            entire solution in the mind’s eye, only relief at being able to think of a new
            approach. This is partial insight.
               If, on the other hand, the goal is fewer than n steps away from the state in
            which the impasse was resolved, then the remaining path to the goal fits within
            the horizon of mental look-ahead. Because n is small – at most half a dozen
            steps – the construction of the new path in the mind’s eye can happen quickly.
            The problem solver will experience the resolution of the impasse and the con-
            struction of the path to the goal as a single event. This is full insight. The illusion
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