I am implementing an EEG classifier with 15 subjects (patients), specifically a support vector machine classifier.
I randomly choose the training and testing sets, but I was faced by a question "how did you choose subjects in each set?". I looked for the response but I couldn't find a good one (cross validation wouldn't be the best solution in my case).
Could you please help me with this problem?