It may be hidden icon, this can happen for some unknown reason when you do a system update to icons.
SOLUTION: (at least for the Samsung galaxy S3, i assume Note is similar.)
After entering into the application folder (APPS) tap the menu button (on the galaxy s3 it is the touch button on the...