Learning State Machines faster using Locality-Sensitive Hashing and an application in network-based threat detection

The internet traffic is constantly rising nowadays due to the significant increase of the devices connected to the Internet. As a consequence, many cyber risks have arisen. Cybercriminals are trying to exploit the vulnerabilities of these devices to cause damage and gain profit. Monitoring the network traffic and detecting such threats has...

Learning State Machines from data streams and an application in network-based threat detection

Our increasingly interconnected society poses large risks in terms of cyber security. With network traffic volumes increasing and systems becoming more connected, maintaining visibility on IT networks is a challenging yet important task. In recent years the number of cyber threats have increased dramatically. Monitoring and threat detection are...