"We have evacuated eight bodies including the suicide bomber's to hospital," said a police officer at the scene, who requested anonymity as he was not authorised to speak to the media.
Seven others were injured, he added.
Witness Nura Umar, who gave the same death toll, said the bomber emerged from a bus that pulled up in front of the home Sabo Garbu, who is running for a seat in the lower house on the ruling Peoples Democracy Party ticket.
Boko Haram Islamists have carried out waves of similar bombings across the northeast during a six-year uprising, and have killed politicians in targeted attacks.
But it was not immediately clear why the insurgents would want to target Garbu and it was possible that the attack was carried out by another group with a separate political motive.