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FAQ:
Q: When should I use support vector machines (SVM)?
A: They perform very well on a range of datasets. They are versatile : different kernel functions can be specified,or custom kernels can also be defined for specific datatypes. They work well for both high and low dimensional data.
Q: When to use SVM algorithm?
A: Even if input data are non-linear and non-separable,SVMs generate accurate classification results because of their robustness. The decision function uses a subset of training points called support vectors; hence,it is memory efficient. It is useful to solve any complex problem with a suitable kernel function.
Q: When to use SVM?
A: Regarding the shrinking parameter,quoting 12: We found that if the number of iterations is large,then shrinking can shorten the training time. … Parameter nu in NuSVC/OneClassSVM/NuSVR approximates the fraction of training errors and support vectors. In SVC,if the data is unbalanced (e.g. …
Q: How to use support vector machines with mixed data?
A: Dataset 1: RBF Kernel with C=1.0 (Score=0.95) Dataset 2: Poly Kernel with Degree=4 (Score=0.88) Dataset 3: Tie between Poly Kernel,Degree=1 and all four C-variants of the RBF Kernel (Score=0.95)