In mathematics, matrix calculus is a specialize notation for doing multivariable calculus, especially over spaces of matrices, where it defines the matrix derivative. This notation is well-suited to describing systems of differential equations, and taking derivatives of matrix-valued functions with respect to matrix variables. This notation is commonly used in statistics and engineering, while the tensor index notation is preferred in physics.