This is a phase I, open-label, non-randomized multicenter dose-escalation study with the primary objective to determine the maximally tolerated dose (MTD) of fostamatinib when administered with weekly paclitaxel in women with recurrent platinum-resistant ovarian, fallopian tube, or primary peritoneal cancer.