Yes a USB type plug with an A/C transformer is fine - I keep forgetting how many old cell phone chargers are laying about peoples houses, so the A/C controller is what you will need - though you still need to figure out how you are plugging it in, since the ITC-1000 doesn't have a socket on the back.
Easiest way would just be to buy a 15a socket at the big box store $2 or less, a plastic housing to mount it ($3-6), and a tiny length of household wire to make the attachments (assuming you don't have a short scrap laying around) - 14ga would be adequate, 12ga is more typical. Or strip the plug off a short cheap multi-outlet extension cord like you see used for holiday displays. wire that into your controller.
Then just plug in your transformer and light bulb.