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New Ideas

Davide Albanese

Classifier

  • nearest mean classifier
  • Euclidean distance classifier
  • naive bayes classifier
  • quadratic discriminant classifier (QDA)
  • regularized discriminant classifier (RDA)

Feature Selection

  • Relief
  • Forward Selection with Gram-Schmidt Orthogonalization

Ensamble

  • Bagging
  • AdaBoost

Multiclass

  • one-against-rest
  • one-against-one

New Abstraction Layer

  • Learner (learn(x, y=None))
    • Predictor (pred(t))
      • Classifier
        • LinearClassifier (w() and bias())
      • Regressor
        • LinearRegressor (beta() and beta0())
    • Reducer (transform(t, k=None))

Clustering algorithms from Learner?

Various

  • Force kernel parameters in kernel algorithms?

Related

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