Yep, Tordon on fresh cut stumps. Remedy (1 quart to 3 quarts diesel) sprayed in a 1 foot band up the trunk, will kill them when they're still standing, and may be a better option if you want the tree to "circulate" some stuff around before cutting it down. Both can be found at the local Tractor Supply.
^^^This will work...