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A Hopfield net
always makes decisions that reduce the
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energy.
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This
makes it impossible to escape from local minima.
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We can use
random noise to escape from poor minima.
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Start
with a lot of noise so its easy to cross energy
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barriers.
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Slowly
reduce the noise so that the system ends up in
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a
deep minimum. This is “simulated annealing”.
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