Most people use a combination of the three styles when learning, but there is usually a preferred style. Visual learners relate to written material. They like to see the words on paper. When learning lyrics, it would help a visual learner to write or type the words, and to have a printed copy to learn from. When recalling memorized music, visual learners are liable to see the sheet music mentally, and often remember exactly what part of the page a phrase is on.
Auditory learners learn best from audio material.
Auditory learners would particularly benefit from practice tapes. When recalling memorized music, auditory learners may hear the song as it was on the tape. Kinaesthetic learners learn best from touch and movement, from imitation and practice. People who prefer this style have the most trouble memorizing music, because it is not presented in a way to which they can easily relate. Associating movements with the song may help.