Can I still apply for a Chinese Visa in advance even though I do not know the exact booking dates?

Daren, it's OK if you are not sure about the exact dates of travel. However, if you don't have an invitation letter, your round-trip tickets and hotel booking records are require when you apply the mainland entry permit. So, you may need to book the flights and hotels first and then do the application.