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Separation by Hyperplanes

  • A strong high-bias assumption is linear separability:

    • in 2 dimensions, can separate classes by a line

    • in higher dimensions, need hyperplanes
  • Can find separating hyperplane by linear programming

    • (or can iteratively fit solution via perceptron):

    • separator can be expressed as ax + by = c


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