Nonlinear svm - PowerPoint PPT Presentation

Optimization Theory

Optimization Theory. Primal Optimization Problem. subject to:. Primal Optimal Value:. Optimization Theory. Convex Optimization Problem. subject to:. : convex functions. Optimization Theory. Primal Lagrangian function. subject to:. Optimization Theory. Kuhn-Tucker Theory.

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Two Important Parts of SMO (selection heuristics &amp; stopping criterion)

Two Important Parts of SMO (selection heuristics &amp; stopping criterion). A good selection of a pair of updating points will speed up the convergence. The selection heuristics maybe depend on the stopping criterion. Stopping criterion: duality gap

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Nonlinear svm - PowerPoint PPT Presentation

Optimization Theory

Two Important Parts of SMO (selection heuristics &amp;amp; stopping criterion)

Two Important Parts of SMO (selection heuristics & stopping criterion)