Who loses when someone bails out?

When someone commits to buying a ticket to an event from you, or sharing a hotel room, or riding in your car, when other people also want to, and then they bail, do they still owe you the money? If they tell you they aren't coming a month in advance? A week? A day? During the event? Or if they just don't show up?