Born in Iceland, Matthiasdottir showed artistic promise as a child. She studied in Paris and in 1942 moved to New York. She studied with Hans Hoffmann and at the Art Students League. Her work has not been shown in major museums but she is considered to be part of the Expressionist movement. She died in the 1970s.