Support Vector Machines for Classification and …

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ISIS Technical Report Support Vector Machines for Classification and regression Steve Gunn 14 May 1998. Contents 1 Introduction 5. Statistical Learning Theory ........................................ .......................6. VC .... 7. Structural Risk Minimisation ........................................ ........................................ ........... 7. 2 Support Vector Classification 9. The Optimal Separating Hyperplane ........................................ ........9. Linearly Separable Example ........................................ ........................................ .......... 13. The Generalised Optimal Separating Hyperplane .........................14. Linearly Non-Separable Example ........................................ ........................................ .. 16. Generalisation in High Dimensional Feature Space .....................17. Polynomial Mapping 19.

ISIS Technical Report Support Vector Machines for Classification and Regression Steve Gunn 14 May 1998

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