In an interview with OXM, 343 Industries' General Manager Bonnie Ross, said that they would like to eventually stop numbering the Halo games.
Why is it called Guardians?
Ross:

So, instead of Halo 17 it would instead be Halo: Grandpa? I can dig it.

(via OXM excerpts from Gamerheadlines)