"This one's for you, Chris."
Cher and Allman were married from 1975-1979 and have a son together.
Allman "passed away peacefully at his home in Savannah, Georgia," according to a statement on his website.
Rose sang two songs with Joel at Saturday night's concert.
"He fought 'til his last breath."