Pendleton was born on July 19, 1825 in Cincinnati, Ohio. He studied at Cincinnati College and at University of Heidelberg in Germany. He was never married and had no children. Pendleton died on November 24, 1889 while on a trip in Brussels, Belgium from an illness, aged 64.