The singer, who released the clip for 'As Long As You Love Me' yesterday (August 1), explained that he is a fan of the late pop star's ambitious videos.
"MJ told stories with his videos. I wanted to tell a story. feel like a movie.#AsLongAsYouLoveMe," Bieber tweeted.
He added: "Push the limits. fight for what you BELIEVE in. Over 1 MILLION VIEWS in less than 10 HOURS!! thanks!"
Michael Madsen stars in the promo for 'As Long As You Love Me' as the disapproving father of Bieber's girlfriend.
The track is the second official single from the singer's third studio album Believe.
'As Long As You Love Me' peaked at number 21 on the US Hot 100 and at 30 in the UK when it was released as a promotional single back in June.
Watch Justin Bieber's video for the song below: