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Steven Pinker -- How the Mind Works - Hampshire High Italian ...

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Thinking Machines 101It is utterly impractical, though, to represent propositions, or even <strong>the</strong>concepts composing <strong>the</strong>m, in logic gates, whe<strong>the</strong>r those logic gates aremade out of neurons or semiconductors. The problem is that every conceptand proposition has to be hard-wired in advance as a separate unit.Instead, both computers and brains represent concepts as patterns ofactivity over sets of units. A simple example is <strong>the</strong> lowly byte, which representsan alphanumeric character in your computer. The representationof <strong>the</strong> letter B is 01000010, where <strong>the</strong> digits (bits) correspond to tinypieces of silicon laid out in a row. The second and seventh pieces arecharged, corresponding to <strong>the</strong> ones, and <strong>the</strong> o<strong>the</strong>r pieces are uncharged,corresponding to <strong>the</strong> zeros. A byte can also be built out of toy neurons,and a circuit for recognizing <strong>the</strong> B pattern can be built as a simple neuralnetwork:You can imagine that this network is one of <strong>the</strong> parts making up ademon. If <strong>the</strong> bottom row of toy neurons is connected to short-termmemory, <strong>the</strong> top one detects whe<strong>the</strong>r short-term memory contains aninstance of <strong>the</strong> symbol B. And on page 102 is a network for a demon-partthat writes <strong>the</strong> symbol B into memory.We are on our way to building a conventional digital computer out oftoy neurons, but let's change direction a bit and make a more biomorphiccomputer. First, we can use <strong>the</strong> toy neurons to implement not classicallogic but fuzzy logic. In many domains people do not have all-or-noneconvictions about whe<strong>the</strong>r something is true. A thing can be a better or aworse example of a category ra<strong>the</strong>r than being ei<strong>the</strong>r in or out. Take <strong>the</strong>category "vegetable." Most people agree that celery is a full-fledged

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