6533b833fe1ef96bd129b92c

RESEARCH PRODUCT

Knowledge Discovery from Network Logs

Tuomo Sipola

subject

Actionable knowledgeKnowledge extractionComputer scienceProcess (engineering)cyber securityComplex systemAnomaly detectionDynamic web pageBaseline (configuration management)kyberturvallisuusData scienceTerm (time)

description

Modern communications networks are complex systems, which facilitates malicious behavior. Dynamic web services are vulnerable to unknown intrusions, but traditional cyber security measures are based on fingerprinting. Anomaly detection differs from fingerprinting in that it finds events that differ from the baseline traffic. The anomaly detection methodology can be modelled with the knowledge discovery process. Knowledge discovery is a high-level term for the whole process of deriving actionable knowledge from databases. This article presents the theory behind this approach, and showcases research that has produced network log analysis tools and methods. peerReviewed

http://urn.fi/URN:NBN:fi:jyu-202011236715