Michael Jackson's Thriller, estimated to have sold 70 million copies worldwide, is the best-selling album ever. Jackson also currently has the highest number of albums on the list with five, Celine Dion has four, while the Beatles, Pink Floyd, Madonna and Whitney Houston each have three.