Thanks, that'll do. Yes, well, we all work somewhere don't we?
http://www.allaboutcircuits.com/vol_3/chpt_3/4.html explains many rectifiers.
Halfway down the page you'll find a <Dual polarity full-wave center tap rectifier> which is the one you'll want to use.
Now, you didn't say if you needed it to be a regulated power supply or not, so I specified a regulated setup for you. If you don't need it to be regulated you can use an 18Vct 40VA transformer.
A complete circuit diagram with regulators can be found
here.
You'll want to use L7812CV regulators for 1.5A capability, or L78S12CV for 2A (use the 79 series for the negative regulator). A +/- 12V supply does the same job as a +12V & +24V.
Heatsink each with a 10 degrees Celsius / Watt (or better) heatsink. Use mica sheets and insulating washers (or similar) between the regulators and the heatsinks. Observe the difference in pinouts between the positive & negative regulators.