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cost curve

  • Try to use cost curve since we could not make sure what is the misclassification cost. The mange and non-mange ratio in the dataset does not necessarily represent the mange and non-mange ratio in the real world.
  • cost_curve could select the optimal threshold which minimize the expected cost.

Reference

Cost curves: An improved method for visualizing classifier performance

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