They're souls of the departed that have a strong attachment to the world. They can take on the form of ghosts, but the majority of Wisps are more malevolent. They become Hollow Men when they control skeletons.

[Completely said with a straight face! This is the most matter-of-fact discussion in the world! And what is with your expressions, Kimblee?]