This is shown in example 3.4 "Matrix Fractional Function" of C[onvex Optimization – Boyd and Vandenberghe][1]. The epigraph is transformed via Schur Complement (to handle the matrix inverse) into a convex LMI.


  [1]: https://web.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf