It Stays Body Adhesive for Compression Stockings will be the quickest, easiest and cheapest solution in my opinion
Here is a site I like and would recommend: http://www.legstherapy.com/accessories/garter-belts-and-adhesive/it-stays-body-adhesive-2oz.html
There is also the Compression Stockings...