I have this plant in some of my tanks. It grows really well, but will try to climb out of the tank if it grows strongly! I never use fertilisers for any of my plants. Floating plants should be able to get what they want from the water, including using up some of the nitrates that originate from your fish. My advice would be to try the plants without fertilisers and only use them if the plants don't grow strongly.
"If it ain't broke, don't fix it."