Other performers included: Katy Perry, Eminem and Bruno Mars, all of whom also took home awards.
Scroll down for the full list of winners and stay tuned for more MTV EMA updates.
Best Song: Bruno Mars "Locked Out of Heaven"
Best Female: Katy Perry
Best Male: Justin Bieber
Best Live: Beyonce
Best Rock: Green Day
Best Alternative: Thirty Seconds to Mars
Best Hip-Hop: Eminem
Best Electronic: Avicii
Best Look: Harry Styles
Best World Stage: Linkin Park
Worldwide Act: Chris Lee
Biggest Fans: Tokio Hotel
Best Video: Miley Cyrus "Wrecking Ball"
Best Pop: One Direction
Best New: Macklemore & Ryan Lewis
Global Icon: Eminem
Best UK & Ireland Act: One Direction
Best Push: Austin Mahone