I am working on a project where I am trying to control the mouse cursor movement (up,down,left,right) using EEG data, I got from community sdk which is average band powers. I have used KNN and SVM I got maximum accuracy of 75% on different testing and training data files and 85% with cross validation. but When I try to use mouse at real time, it is not showing accuracy of 75%.
Is there any solution in ur mind??
Be sure you have not overfitted the training data. Use cross validation technique. Don't depend on the validation set in measuring the ability of the data to generalise. Get a test set which would represent the real world dataset but use the validation set for the tunnings
It is showing the 75% accuracy on training and testing data which I stored in files, but at real time when a person tries to move mouse cursor then it does not show accuracy of 75%. May be a person can`t hv a continues focus to move the cursor.
If I am right then what Can I as a developer do to increase user`s concentration?
- Badges
- Science topic
- Similar topics
- Computer Science and Engineering
- Programming Languages
- Python