50 Cent captured artist of the year and album of the year Wednesday for "The Massacre" while Green Day was named rock artist of the year and had rock song of the year for "Boulevard of Broken Dreams," Billboard.com reported.
Gwen Stefani was named the new artist of the year for her solo debut, "Love.Angel.Music.Baby" and her single "Hollaback Girl" was the digital song of the year.
Toby Keith won country artist and country album of the year awards while Daddy Yankee took two trophies as well, including top Latin album.
"When I first came out I was a hot head -- I thought I was the greatest," he said. "I still think I'm the greatest."
The Billboard Music Awards are based on record sales.
Notable deaths of 2014 [PHOTOS]
Mindy Kaling mistaken for Malala Yousafzai