Yes, Oxford Brookes University is a private college. Oxford Brookes recieves a large amount of money from the government, but it is entirely self governing making it a private university.
All the constituent colleges of Oxford are known as 'Oxford University' collectively. However when you apply to the university, you must apply to a specific college (of which there are 38 to choose...