miss nancy, Remedy herbicide works great on any brushy weeds.
The other option, which is more work, is to trim the honeysuckle at ground level. If the deck blocks the sunlight to the cut stumps, that should greatly slow the plant growth. IIRC, honeysuckle is a full sunlight vine. But crawling under the deck to do this may not be fun.
