"Heilimo, Eppu" - Selaus tekijän mukaan Julkaisut

    • Anomaly-Based Network Intrusion Detection Using Wavelets and Adversarial Autoencoders 

      Puuska, Samir; Kokkonen, Tero; Alatalo, Janne; Heilimo, Eppu
      Lecture Notes in Computer Science book series (Springer, 2019)
      The number of intrusions and attacks against data networks and networked systems increases constantly, while encryption has made it more difficult to inspect network traffic and classify it as malicious. In this paper, an ...
    • Network anomaly detection based on WaveNet 

      Kokkonen, Tero; Puuska, Samir; Alatalo, Janne; Heilimo, Eppu; Mäkelä, Antti (Springer, 2019)
      Increasing amount of attacks and intrusions against networked systems and data networks requires sensor capability. Data in modern networks, including the Internet, is often encrypted, making classical traffic analysis ...
    • Predicting the electricity consumption of Finland 

      Heilimo, Eppu; Alatalo, Janne; Rantonen, Mika
      Automaatiopäivät - Automation Days Proceedings (Suomen automaatioseura, 2023)
    • Statistical evaluation of artificial intelligence -based intrusion detection system 

      Puuska, Samir; Kokkonen, Tero; Mutka, Petri; Alatalo, Janne; Heilimo, Eppu; Mäkelä, Antti
      Advances in intelligent systems and computing (Springer, 2020)
      Training neural networks with captured real-world network data may fail to ascertain whether or not the network architecture is capable of learning the types of correlations expected to be present in real data. In this ...