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They can only
solve tasks if the
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hand-coded
features convert the
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original task
into a linearly
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separable one.
How difficult is this?
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The N-bit parity
task :
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Requires
N features of the form:
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Are
at least m bits on?
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Each
feature must look at all the
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components
of the input.
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The 2-D
connectedness task
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requires
an exponential number
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of
features!
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