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Despite its popularity backpropagation has some disadvantages

  • Learning is slow

  • New learning will rapidly overwrite old representations, unless these are interleaved (i.e., repeated) with the new patterns

  • This makes it hard to keep networks up-to-date with new information (e.g., dollar rate)

  • This also makes it very implausible from as a psychological model of human memory

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University of AmsterdamUniversity of Amsterdam
Department of Psychology
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