Page 114 - Deep Learning
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Creative Insight: The Redistribution Theory    97

               For the purpose of explaining insight, the key point is that the subjective
            experience of seeing an object or a situation is the result of a number of rapid
            and unconscious but nevertheless real choices, constrained and biased by the
            prior experience encoded in the relative strengths and activation levels of the
            vertical and horizontal links. The existence of an outgoing link from process-
            ing unit U in layer N to unit W in layer N+1, the activation of that link, the
            activation of excitatory and inhibitory links within a layer and the activations
            of the feedback links from higher to lower levels are determined by prior expe-
            rience as well as by current perceptual input. The biases residing in the relative
            strengths and activation levels jointly produce the visual system’s best guess as
            to the nature of the perceived situation. The final percept – the working mem-
            ory content – is a projection of prior experience onto the situation at hand.


            Language comprehension
            Research  in  psycholinguistics  and  cognitive  psychology  has  established  that
            comprehension is no less an interpretive and constructive process than is visual
            perception. It requires choices, although we are usually unaware of them. For
            example, a pervasive feature of English as well as other languages is that words
            are polysemous, that is, they have multiple meanings. For example, my diction-
            ary lists 14 distinct senses for the word “line.” Laboratory studies show that the
            process psychologists call lexical access activates a word’s meanings in parallel
            and settles on the right one for each context through a complex series of excit-
            atory and inhibitory interactions among the possible meanings of the words in a
            sentence.  The word “wire“ is interpreted differently when it occurs in a sentence
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            that also contains “electrical circuits” than in a sentence that also contains “circus
            act.” Words mutually constrain each other’s meanings. Walter Kintsch originally
            proposed his construction-integration process for the case of language.
               Like visual perception, discourse requires multiple layers of processing
            (lexical access, syntactic parsing, implicit inferences, etc.) before the language
            processing system arrives at what psycholinguists call a situation model, that
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            is, a mental representation of what the text refers to or is about.  Once again,
            each processing layer executes choices, however implicit and unavailable for
            conscious  inspection.  The  construction-integration  process  operates  within
            each  layer.  Processing,  although  it  passes  through  the  successive  layers  in
            sequence, is not bottom-up. On the contrary, each layer provides a context for
            the previous layer and influences the processing at those layers via downward
            feedback links. The sentence, they are washing pans is parsed differently in the
            context of gold digging (a type of pan) and in the context of a field hospital (a
            type of activity).
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