Guns N' Roses has released several live albums and compilations throughout their career. "Live ?!*@#!!!" (1999) captured the band's live performance in 1998, featuring Axl Rose and Slash on vocals and guitar. "The Roots of Democracy" (2004) was a live album featuring recordings from the 1990s. The band has also released several compilation albums, including "Appetite for Destruction: The Singles Collection" (2011) and "Hollywood: A Story of American Rock 'n' Roll" (2015).