Synonyms for Absentminded (same or very similar meaning)
WordNet sense 1 (lost in thought; showing preoccupation):
absent, abstracted, scatty
WordNet sense 2 (showing a lack of attention or care):
inattentive
From the ODE community, based on WordNet
add/edit