All are also up for awards.
Minaj is the night's leading nominee, along with Rihanna, with four bids each. Swift is nominated for favorite female country artist and Linkin Park is in the running for alternative artist.
Fans can pick the winners by voting online.
Christina Aguilera will also perform at the ceremony at the Nokia Theatre in Los Angeles, where it will be broadcast live on ABC.