The 95-year-old is the former director of the Peace Corps and was also the Democratic vice-presidential nominee in 1972.
In 2003, Shriver announced he had Alzheimer's disease.
Shriver's wife and Special Olympics founder Eunice Kennedy Shriver died in 2009.