ICML2008/Local Likelihood and Concept Drift

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Guy Lebanon

  • the distribution of words used in newspapers stories drifts continuously
  • use kernels
  • discriminative: interested in P(Y|X); interested in generative: P(X|Y) (Y = topic, X = words)
  • speed of drift can change with time: should adjust kernel bandwidth
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