Poisoning Attacks against Support Vector Machines

Battista Biggio, Blaine Nelson, Pavel Laskov

We investigate a family of poisoning attacks against Support Vector Machines (SVM). Such attacks inject specially crafted training data that increases the SVM's test error. Central…