People get confused by the many ways of installing radiant floors. Some are better than others but it depends on the situation. In a NY brownstone radiant floor installation you may not have the head room and thus need to install under the floor. Or your floor may not be able to support a concrete slab so you have to go with something lighter like pex tubes surrounded by plywood.
Here is a good page that shows some of the best ways.