Soft margin classifier

Details Soft margin classifier Soft margin classifier

G - Physics

06

F

G06F 7/00 (2006.01) G06K 9/62 (2006.01) G06K 9/64 (2006.01)

Patent

CA 2149468

A soft margin classifier and method are disclosed for processing input data of a training set into classes separated by soft margins adjacent optimal hyperplanes. Slack variables are provided, allowing erroneous or difficult data in the training set to be taken into account in determining the optimal hyperplane. Inseparable data in the training set are separated without removal of data obstructing separation by determining the optimal hyperplane having minimal number of erroneous classifications of the obstructing data. The parameters of the optimal hyperplane generated from the training set determine decision functions or separators for classifying empirical data.

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