 Chace's lifelong passion was mathematics.He wrote many articles on mathematical subjects, including one called "A Certain Class of Cubic Surfaces Treated by Quaternions" in the Journal of Mathematics.He attended the International Mathematical Congress at Cambridge, England in 1912.