AndEngine will offer the best features of Android. Unity will simplify cross-platform migration.
However, as you stated that you are new to Android, you should not try to make a game right now. Instead, you should spend at least 4-6 months learning Android, OpenGL, and some specific games before trying to make a game.
source share