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Which Hyperplane?

  • Lots of possible solutions for a,b,c.

  • Some methods find a separating hyperplane, but not the optimal one [according to some criterion of expected goodness]

    • E.g., perceptron

  • Most methods find an optimal separating hyperplane

  • Which points should influence optimality?

    • All points

      • Linear/logistic regression

      • Naïve Bayes

    • Only “difficult points” close to decision boundary

      • Support vector machines

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