Cyber Security of the Application Layer of Mission Critical Industrial Systems - Inria - Institut national de recherche en sciences et technologies du numérique Accéder directement au contenu
Communication Dans Un Congrès Année : 2016

Cyber Security of the Application Layer of Mission Critical Industrial Systems

Résumé

In this paper we focus on proposing the effective methods of cyber protection of the application layer. We also discuss how this challenge is related to mission critical industrial and manufacturing systems. In this paper we propose two step HTTP request analysis method that engages request segmentation, statistical analysis of the extracted content and machine learning on the imbalanced data. In this work, we particularly addressed the segmentation technique that allows us to divide the large dataset on smaller subsets and learn the classifiers in a significantly shorter time. In our experiments we evaluated several classifiers that are popular in data mining community. The results of our experiments are obtained on a benchmark CSIC’10 HTTP dataset. The proposed approach allows us to further improve the achieved results of protecting application layer in comparison to other benchmark approaches.
Fichier principal
Vignette du fichier
419526_1_En_31_Chapter.pdf (264.44 Ko) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-01637452 , version 1 (17-11-2017)

Licence

Paternité

Identifiants

Citer

Rafał Kozik, Michał Choraś, Rafał Renk, Witold Hołubowicz. Cyber Security of the Application Layer of Mission Critical Industrial Systems. 15th IFIP International Conference on Computer Information Systems and Industrial Management (CISIM), Sep 2016, Vilnius, Lithuania. pp.342-351, ⟨10.1007/978-3-319-45378-1_31⟩. ⟨hal-01637452⟩
132 Consultations
408 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More