6533b857fe1ef96bd12b43b4

RESEARCH PRODUCT

Network attack detection and classification by the F-transform

Petra HodakovaIrina PerfilievaJūlija AsmussPetr HurtikMartins Liberts

subject

Computer sciencebusiness.industryData classificationNetwork attackData miningArtificial intelligenceTime seriescomputer.software_genrebusinessMachine learningcomputer

description

We solve the problem of network attack detection and classification. We discuss the way of generation and simulation of an artificial network traffic data. We propose an efficient algorithm for data classification that is based on the F-transform technique. The algorithm successfully passed all tests and moreover, it showed ability to perform classification in an on-line regime.

yearjournalcountryeditionlanguage
2015-08-012015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
https://doi.org/10.1109/fuzz-ieee.2015.7337991