While performing the signal classification process, say it for example in EEG signal classification for detection for any wave parameter, which classifier gives most efficient and fast performance result?
I agree with the answer given by Isaac, the features play a prominent role in deciding the accuracy of the classifier. the frequency domain features prove to increase the accuracy of classification to a greater extent.
also, complex neural structures like Radial Basis functions are better suitable for classification problems.
For two labels, i m using an additional optimization algorithm called ICA - Independent Component Analysis Functions, which i m getting fastest result..