A high-order compact finite difference scheme for a fully nonlinearparabolic differential equation is analyzed. The equation arises in themodeling of option prices in financial markets with transaction costs.It is shown that the finite difference solution converges locally uniformly to the unique viscosity solution of the continuous equation.The proof is based on a careful study of the discretization matrices and on an abstract convergence result due to Barles and Souganides.