PPT Slide
Classification - Regularization Approach
Given: training examples:
binary (+/- 1) labels:
discriminant function:
non-increasing margin loss:
Minimize: regularization penalty:
subject to classification constraints:
Example: SVM
minimizes:
with discriminant:
decision rule:
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