Recent Trends in Image Processing and Pattern Recognition by Unknown

Author:Unknown
Language: eng
Format: epub
ISBN: 9789811604935
Publisher: Springer Singapore

The maximization of the margin with two support vector hyperplanes leads to the following [16–19]:

(5)

With

If the training samples are not linearly separable (Fig. 1 a), a regularization parameter is introduced and initialized with a large value corresponding to assigning a higher penalty for errors. Therefore, the constrained optimization problem becomes [20, 21],

(6)

With ,

where C is the regularization parameter.

3 Error and Accuracy Assessment

The error and accuracy of classification are determined empirically by corresponding reference ground data.

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