The chord distance is defined on the set of unit vectors in a vector space as the length of the chord constructed from two unit vectors. Mathematically, let X u = (X u1 , X u2 ,…,X uN ) and Y u = (Y u1 , Y u2 ,…, Y uN ) be two unit vectors; then the chord distance D chord (X u ,Y u ) is defined as: