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5.3 The Perceptron Concept 163
Figure 5.15. Separation of U's (right side) from V's (left side) by a perceptron.
Borderline U and V lying near the linear discriminant are also shown.
Figure 5.16. Non-separable situation of U's and V's. One of the perceptron's best
solutions is shown.
We will illustrate this behaviour using the Perceptron program included in the
CD (see Appendix B). This program demonstrates the perceptron learning rule for
a two-class problem consisting of the discrimination of handwritten U's and V's.