Given enough hidden neurons, a multilayerperceptron, as it's called, can represent arbitrarily convoluted frontiers.
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But with a multilayerperceptron, the landscape is very rugged; good luck finding the highest peak.
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Once again you're in a circular chamber, this one with a sculpture of a multilayerperceptron as the centerpiece.
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In an early demonstration of the power of backprop, Terry Sejnowski and Charles Rosenberg trained a multilayerperceptron to read aloud.
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It turns out that the probability is given by an S curve applied to the weighted sum of features, much as in a multilayerperceptron.
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Notice how much genetic algorithms differ from multilayerperceptrons.
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This was part of the reason Minsky, Papert, and others couldn't see how to learn multilayerperceptrons.
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Additionally, we showed the use of these predictive loci using two bioinformatics machine-learning algorithms, Support Vector Machine and MultilayerPerceptron.
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To everyone's surprise, SVMs did as well out of the box as multilayerperceptrons that had been carefully crafted for digit recognition over the years.