This question seems to be well answered here, however, to make changes I have simply deleted every undesirable launch configuration from the below path.
${WORKSPACE}/.metadata/.plugins/org.eclipse.debug.core/.launches/Delete all the .class LAUNCH Files
After deleting the files, it is necessary to restart Eclipse for the changes to take effect.