Page 115 - Deep Learning
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98                          Creativity

            Discussion
            The key principles of combinatorial, layered processing, mutual constraints
            within each layer due to horizontal excitatory and inhibitory links and context
            effects implemented via downward feedback links are shared between visual
            perception and discourse comprehension, and presumably by perceptual pro-
            cessing generally. The application of these basic principles to problem solving
            is straightforward. Whether in the psychologist’s laboratory, in school or in
            work situations, people are confronted with situations and problem materials
            that require visual inspection and interpretation.
               For a situation or a set of materials to constitute a problem, it must be
            paired with a goal, a mental representation of a desired (but, by definition, not
            yet realized) state of affairs. If the goal is posed and communicated by someone
            else, the constructive nature of comprehension has similar consequences as
            the constructive nature of vision: Goal comprehension is not uniquely deter-
            mined by the verbal input. The problem solver’s representation of that goal is
            an interpretation based on prior experience.
               The  representations  of  the  initial  situation  and  the  goal  constitute  the
            starting points for analytical problem solving. One might object that this per-
            spective applies only to material problems, such as a flat tire, or to problems
            posed by someone else, such as an employer or a teacher. But many impor-
            tant problems are found and posed by the problem solver himself. Also, many
            problems do not seem to refer to any concrete situation. Problems in mathe-
            matics and other formal domains are examples. However, it remains true that
            to have a problem is to entertain some initial representation of some state of
            affairs, even if it is found rather than imposed and even if it is abstract and
            imagined instead of concrete and situational. Also, to be engaged in problem
            solving, a person must have posed some goal. It might be abstract, vague or
            incomplete, but it has to contain enough information so that the person can
            tell when he or she has solved the problem.


                                   Knowledge Retrieval
            A person’s knowledge store is vast.  At any one moment, only a small num-
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            ber of all the knowledge elements in long-term memory are active. When a
            person is faced with a problem, particularly an unfamiliar one, every piece of
            his prior knowledge is potentially relevant. To be applied to the situation at
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            hand, a knowledge element has to be retrieved through spread of activation.
            To visualize this process, it is useful to conceptualize long-term memory as a
            network in which knowledge elements are nodes and the relations between
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