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The perceptron algorithm versus winnow: linear versus logarithmic mistake bounds when few input variables are relevant Export

by: J. Kivinen
Artificial Intelligence, Vol. 97, No. 1-2. (December 1997), pp. 325-343.

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monotone-disjunction perceptron winnow

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The experiment on the k-literal monotone disjunction demonstrated that:

  • the smaller the number of relevant attributes the better does Winnow perform
  • the opposite applies for the Perceptron

sirandreus (public note) - 2008-12-01 22:32:23

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