Abstract: According to the canonical correlation decomposition of a pair of matrices,generalized singular value decomposition and the projection theorem,the expression of the least-squares solutions of anti-bisymmetric matrices to matrix equation ATXA=B is given.Based on this result,the optimal approximate solution to a given matrix is also derived