Mixed Strategy Game Model Against Data Poisoning Attacks
Machine Learning
2019-06-10 v1 Cryptography and Security
Machine Learning
Abstract
In this paper we use game theory to model poisoning attack scenarios. We prove the non-existence of pure strategy Nash Equilibrium in the attacker and defender game. We then propose a mixed extension of our game model and an algorithm to approximate the Nash Equilibrium strategy for the defender. We then demonstrate the effectiveness of the mixed defence strategy generated by the algorithm, in an experiment.
Keywords
Cite
@article{arxiv.1906.02872,
title = {Mixed Strategy Game Model Against Data Poisoning Attacks},
author = {Yifan Ou and Reza Samavi},
journal= {arXiv preprint arXiv:1906.02872},
year = {2019}
}