Parameters: |
- svm_type –
Type of a SVM formulation. Possible values are:
- CvSVM::C_SVC C-Support Vector Classification. n-class classification (n
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2), allows imperfect separation of classes with penalty multiplier C for outliers.
- CvSVM::NU_SVC
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-Support Vector Classification. n-class classification with possible imperfect separation. Parameter
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(in the range 0..1, the larger the value, the smoother the decision boundary) is used instead of C.
- CvSVM::ONE_CLASS Distribution Estimation (One-class SVM). All the training data are from the same class, SVM builds a boundary that separates the class from the rest of the feature space.
- CvSVM::EPS_SVR
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-Support Vector Regression. The distance between feature vectors from the training set and the fitting hyper-plane must be less than p. For outliers the penalty multiplier C is used.
- CvSVM::NU_SVR
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-Support Vector Regression.
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is used instead of p.
See [LibSVM] for details.
- kernel_type –
Type of a SVM kernel. Possible values are:
- CvSVM::LINEAR Linear kernel. No mapping is done, linear discrimination (or regression) is done in the original feature space. It is the fastest option.
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- CvSVM::POLY Polynomial kernel:
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- CvSVM::RBF Radial basis function (RBF), a good choice in most cases.
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.
- degree – Parameter degree of a kernel function (POLY).
- gamma – Parameter
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of a kernel function (POLY / RBF / SIGMOID).
- coef0 – Parameter coef0 of a kernel function (POLY / SIGMOID).
- Cvalue – Parameter C of a SVM optimiazation problem (C_SVC / EPS_SVR / NU_SVR).
- nu – Parameter
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of a SVM optimization problem (NU_SVC / ONE_CLASS / NU_SVR).
- p – Parameter
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of a SVM optimization problem (EPS_SVR).
- class_weights – Optional weights in the C_SVC problem , assigned to particular classes. They are multiplied by C so the parameter C of class #i becomes
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. Thus these weights affect the misclassification penalty for different classes. The larger weight, the larger penalty on misclassification of data from the corresponding class.
- term_crit – Termination criteria of the iterative SVM training procedure which solves a partial case of constrained quadratic optimization problem. You can specify tolerance and/or the maximum number of iterations.
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