Vale's health had been declining, according to a statement from Harold J. Levy, a family attorney. He died surrounded by family and friends.
Vale began performing in New York supper clubs as a teenager and then went on to record more than 50 albums. His recording of "The Star-Spangled Banner" in the 1960s was played at sporting events for years.
His rendition of "Volare," ''Innamorata" and "Al Di La" became classic Italian-American songs. His biggest hit was "You Don't Know Me."
Valealso appeared as himself in the movies "Goodfellas," "Casino" and in the TV series "The Sopranos."
Vale leaves behind his wife of 55 years, a son and a daughter.
The Associated Press contributed to this report.