Why not just ditch the rheostat and stick a thermostat? I'm sorry, I'm at work and don't see the need to plug a rheostat into a thermostat.
Rheostats will vary depending on the temperature in the room.
Thermostats are self regulating, staying at a constant temp regardless of the room temp.