Essays about: "Jakob Stymne"

Found 2 essays containing the words Jakob Stymne.

  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. Evaluation of Temporal Convolutional Networks for Nanopore DNA Sequencing

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

    Author : Jakob Stymne; Oliver Welin Odeback; [2020]
    Keywords : Nanopore Sequencing; DNA Sequencing; DeepLearning; Temporal Convolutional Network;

    Abstract : Nanopore sequencing, a recently developed methodfor DNA sequencing, involves applying a constant electricfield over a membrane and translocating single-stranded DNAmolecules through membrane pores. This results in an electricalsignal, which is dependent on the structure of the DNA. READ MORE