Multilayer perceptrons can compute all relevant functions
The limitations described by Minsky & Papert don't apply to multilayer networks.
Minsky & Papert ignored such networks in part because there were no useful learning procedures for training them. Today, however there are several effective algorithms for training multilayer networks.

David Rumelhart & James McClelland, 1986b.
Immediately related elementsHow this works
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Artificial Intelligence »Artificial Intelligence
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Can computers think? [1] »Can computers think? [1]
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Yes: connectionist networks can think [5a] »Yes: connectionist networks can think [5a]
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One-layer perceptrons can’t compute certain functions »One-layer perceptrons can’t compute certain functions
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Multilayer perceptrons can compute all relevant functions
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James McClelland »James McClelland
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David Rumelhart »David Rumelhart
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