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Feature space comparison of a linear and nonlinear classifier on (a) genes that perform well individually and (b) genes that only perform well together. The straight line that separates the white+blue region from the white+yellow region represents the logistic regression decision boundary. KNN provides a curved decision boundary that disagrees with logistic regression in the blue and yellow regions.
