There is 1 Dead Ghost to be found in Hall of Guardians. They can be collected any time. Each Ghost can only be collected once per account.
Ghost 1[edit]
Head into the Hall of Guardians, down into where the Vanguard mentors are:
Once inside, turn to the right. Look on the table that is just inside the doorway. You will see the Dead Ghost sitting right on it.