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## PowerPoint Slideshow about 'Optimization Theory' - plato

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Presentation Transcript

Dual Lagrangian Function

Dual Optimization problem

subject to:

subject to:

Primal

Dual

For convex optimization problem:

- SVM
- Classification
- Regression
- Linear SVM
- Nonlinear SVM

- Linear SVM
- Training
- Prediction

- Linear SVM: Separable case

- The optimal hyperplane is obtained by maximizing the margin
- Support vectors

- Linear SVM: Separable case

- Linear SVM: Separable case

- Linear SVM: Separable case

- Linear SVM: Separable case

- Linear SVM: Non-separable case

- Linear SVM: Non-separable case

- Linear SVM: Non-separable case

- Linear SVM: Non-separable case (Primal Problem)

- Linear SVM: Non-Separable case

- Linear SVM: Non-separable case (Implementation)

Quadratic programming Problem

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