In the comments of a Code Project article it says all you have to do is create a symbolic link in the folder "C:\Users\Username\AppData\Roaming\Microsoft\Internet Explorer\Quick Launch\User Pinned\TaskBar".
But it appears to generally be unsociable practice, as the other comments here have noted.