House fleets were the fleets owned and operated by the Great Houses of the Klingon Empire. The military strength of the Empire lay in the House fleets rather than the Imperial Klingon Defense Forces during the 24th century.
The Chancellor's Fleet was the House fleet of the Klingon Chancellor. (The Dominion War Sourcebook: The Fires of Armageddon)