In this talk, we will provide an overview of several powerful real and complex representations of matrices over quaternion algebras including split quaternions and biquaternions as well as their applications in solving some famous matrix equations like Sylvester/Stein/Lyapunov equations and computing singular value (resp. eigenvalue) decompositions.