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SVM classification

I have a small data set of 450 instances with feature vector of 21 feature and and I need to classify (binary classification) I applied Support Vector Machine Kernel Linear and RBF. In my case RBF ...
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Does RBF-network (~Nadaraya-Watson kernel smoothing) work in high dimensions?

It seems that a single-layer RBF-network with normalized weights is the same thing as kernel smoothing (see e.g. Haykin "Neural networks: a comprehensive foundation", Section 5.12). Then - it's ...