Applications of one-class classification. -- searching for comparable applications for negative selection algorithms. background. Purpose: looking for real world applications that demonstrates the usage of V-detector (a negative selection algorithm) One-class classification problem:
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-- searching for comparable applications for negative selection algorithms
A conventional and a one-class classifier applied to an example dataset containing apples and pears, represented by 2 features per object. The solid line is the conventional classifier which distinguishes between the apples and pears, while the dashed line describes the dataset. This description can identify the outlier apple in the lower right corner, while the classifier will just classify it as an pear.