This Special Issue Differential Geometrical Theory of Statistics collates selected invited and contributed talks presented during the conference GSI15 on Geometric Science of Information which was held at the Ecole Polytechnique Paris-Saclay Campus France in October 2015 (Conference web site: http: //).