To be honest, I'm not sure. I have only seen it done with hot water. You might ask a few electricians in your area if they've ever retrofit an electric radiant heating system. I've never heard of it, but I'm just a floor guy, so what do I know!?
In my area a hot water system with a gas-fired boiler is the most common.