You'll need a 2-part adhesive from Polymarine for PVC.
3026 PVC Adhesive, 2 Part, 250ml Tin
Area will need to be sanded and cleaned with MEK or acetone first. At this time of year the gluing will need to be done indoors, not near a naked gas flame and make sure there's plenty ventilation.
Just a thought but you could always fit rod holders on the transom?