In linear programming, the graphical method is used to solve optimization problems with two decision variables. The graphical method involves graphing the constraints and objective function on a two-dimensional plane to visually identify the optimal solution. The points on the graph are used to find the optimal solution, specifically the corner point of the feasible region that minimizes or maximizes the objective function.