Temporal bounded reasoning for context-based information fusion in DoS attack detection

 

Authors
Pinzón Trejos, Cristian; De Paz, Juan; Bajo, Javier; Navarro, Martí; Zato, Carolina; Julián, Vicente
Format
Article
Status
publishedVersion
Description

Security is one of the main aspects to take into account when designing and developing web services. A meaning number of mechanisms of attack can lead to a web service system crash. As a result, the web service cannot allow the access to authorized users. This type of attacks is so-called as denial of service attack (DoS) which affects the availability of the services and resources. This paper presents an approach to detect and classify DoS attacks, based on Case-based Reasoning methodology where heterogeneous data are merged in order to obtain a set of cases that reflect previous analysis. The proposal has two peculiarities: (i) when a web service is attacked, this possible attack is studied by different analysers, distributing previous experiences among the analysers, in order to classify attacks in a better way; and (ii) the analysis process against attacks is temporal bounded allowing its use in environments with temporal constraints.
Security is one of the main aspects to take into account when designing and developing web services. A meaning number of mechanisms of attack can lead to a web service system crash. As a result, the web service cannot allow the access to authorized users. This type of attacks is so-called as denial of service attack (DoS) which affects the availability of the services and resources. This paper presents an approach to detect and classify DoS attacks, based on Case-based Reasoning methodology where heterogeneous data are merged in order to obtain a set of cases that reflect previous analysis. The proposal has two peculiarities: (i) when a web service is attacked, this possible attack is studied by different analysers, distributing previous experiences among the analysers, in order to classify attacks in a better way; and (ii) the analysis process against attacks is temporal bounded allowing its use in environments with temporal constraints.

Publication Year
2018
Language
eng
Topic
mixture of experts
CBR
temporal-bounded process
mixture of experts
CBR
temporal-bounded process
Repository
RI de Documento Digitales de Acceso Abierto de la UTP
Get full text
http://ridda2.utp.ac.pa/handle/123456789/4889
Rights
openAccess
License
https://creativecommons.org/licenses/by-nc-sa/4.0/