Appendix A demonstrates an error in the Genotte and Jung (1994) solution; Appendix B presents the Hamilton-Bellman-Jacoby equation in continuous time; Appendix C presents the exact solution in discrete time; Appendix D presents a numerical solution to the Liu and Loewenstein (2007) problem