CEO Brian Chesky said in a tweet the company would take steps to "combat unauthorized parties and get rid of abusive host and guest conduct".
"We must do better, and we will. This is unacceptable," Mr Chesky added.
Three people died at the house, in the city of Orinda, near San Francisco, and two more died later in hospital.
