Essays about: "Markov Security Games"

Found 2 essays containing the words Markov Security Games.

  1. 1. Self-Play Reinforcement Learning for Finding Intrusion Prevention Strategies

    University essay from KTH/Matematisk statistik

    Author : Jakob Stymne; [2022]
    Keywords : Network security; automation; reinforcement learning; Markov Security Games; Neural Fictitious Self Play; Nätverkssäkerhet; automatisering; förstärkningsinlärning; Markovianska säkerhetsspel; Neural Fictitious Self Play;

    Abstract : This Master thesis studies automated intrusion prevention using self-play reinforcement learning. We extend a decision-theoretic model of the intrusion prevention use case based on optimal stopping theory proposed in previous work to a game-theoretic setting. READ MORE

  3. 2. Bayesian Reinforcement Learning Methods for Network Intrusion Prevention

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Antonio Frederico Nesti Lopes; [2021]
    Keywords : Network Security; Reinforcement Learning; Bayesian Q-Learning; Bayesian Policy Gradient; Bayesian Actor-Critic; Markov Security Games; Nätverkssäkerhet; förstärkningslärande; Bayesian Q-Learning; Bayesian Policy Gradient; Bayesian Actor-Critic; Markov Security Games;

    Abstract : A growing problem in network security stems from the fact that both attack methods and target systems constantly evolve. This problem makes it difficult for human operators to keep up and manage the security problem. READ MORE