It is possible to change it in Crusader (I don't know about Stronghold), but it isn't in the rest of the games. When you're hosting, look for a small '?' in an orange circle near the gold settings panel, in the bottom right corner. It opens up a panel with multiple options, such as 'No rush', 'No dogs', etc. You'll find the game speed among these.