Private william Fuller: Cook's Company, (MS Horse Artillary)
Private William Fuller; Hoskins' Battery, Brookhaven Light Artillary
Oh, I also found the following,
Private W. Fuller, Company K, 21st MS Regt. Infantry.
So, now you have three Mississippi possibilities. With this information, you should be able to start Googling and dig out more on these three including what county their units were organized in.
Good luck in your search.