We illustrated in Example 63.2 one limitation of linear separation surfaces by considering the XOR mapping (63.11). The example showed that certain feature spaces are not linearly separable and cannot be resolved by the perceptron algorithm. The result in the example was used to motivate one powerful approach to nonlinear separation surfaces by means of kernel methods.
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