The reason there are two solutions is that one solution tries to minimize expected "total" inaccuracy, while the other tries to minimize expected "average" inaccuracy.
The reason there are two solutions is that they are solutions to two different questions. One solution tries to minimize expected "total" inaccuracy, while the other tries to minimize expected "average" inaccuracy.