On the Foundations of Adversarial Single-Class Classification

@article{ElYaniv2010OnTF,
  title={On the Foundations of Adversarial Single-Class Classification},
  author={Ran El-Yaniv and Mordechai Nisenson},
  journal={CoRR},
  year={2010},
  volume={abs/1010.4466}
}
Motivated by authentication, intrusion and spam detection applications we consider single-class classification (SCC) as a two-person game between the learner and an adversary. In this game the learner has a sample from a target distribution and the goal is to construct a classifier capable of distinguishing observations from the target distribution from… CONTINUE READING