Towards trust-aware collaborative intrusion detection: Challenges and solutions

Emmanouil Vasilomanolakis; Sheikh Mahbub Habib; Pavlos Milaszewicz; Rabee Sohail Malik; Max Mühlhäuser

doi:10.1007/978-3-319-59171-1_8

Towards trust-aware collaborative intrusion detection: Challenges and solutions

Emmanouil Vasilomanolakis^*, Sheikh Mahbub Habib, Pavlos Milaszewicz, Rabee Sohail Malik, Max Mühlhäuser

^*Kontaktforfatter

Publikation: Bidrag til bog/antologi/rapport/konference proceeding › Konferenceartikel i proceeding › Forskning › peer review

5 Citationer (Scopus)

Abstract

Collaborative Intrusion Detection Systems (CIDSs) are an emerging field in cyber-security. In such an approach, multiple sensors collaborate by exchanging alert data with the goal of generating a complete picture of the monitored network. This can provide significant improvements in intrusion detection and especially in the identification of sophisticated attacks. However, the challenge of deciding to which extend a sensor can trust others, has not yet been holistically addressed in related work. In this paper, we firstly propose a set of requirements for reliable trust management in CIDSs. Afterwards, we carefully investigate the most dominant CIDS trust schemes. The main contribution of the paper is mapping the results of the analysis to the aforementioned requirements, along with a comparison of the state of the art. Furthermore, this paper identifies and discusses the research gaps and challenges with regard to trust and CIDSs.

Originalsprog	Engelsk
Titel	Trust Management XI - 11th IFIP WG 11.11 International Conference, IFIPTM 2017, Proceedings
Redaktører	Jan-Philipp Steghofer, Babak Esfandiari
Antal sider	16
Forlag	Springer Publishing Company
Publikationsdato	2017
Sider	94-109
ISBN (Trykt)	9783319591704
DOI	https://doi.org/10.1007/978-3-319-59171-1_8
Status	Udgivet - 2017
Udgivet eksternt	Ja
Begivenhed	11th IFIP WG 11.11 International Conference on Trust Management, IFIPTM 2017 - Gothenburg, Sverige Varighed: 12 jun. 2017 → 16 jun. 2017

Konference

Konference	11th IFIP WG 11.11 International Conference on Trust Management, IFIPTM 2017
Land/Område	Sverige
By	Gothenburg
Periode	12/06/2017 → 16/06/2017

Navn	I F I P Advances in Information and Communication Technology
Vol/bind	505
ISSN	1868-4238

Bibliografisk note

Publisher Copyright:
© IFIP International Federation for Information Processing 2017.

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10.1007/978-3-319-59171-1_8

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Citationsformater

Vasilomanolakis, E., Habib, S. M., Milaszewicz, P., Malik, R. S., & Mühlhäuser, M. (2017). Towards trust-aware collaborative intrusion detection: Challenges and solutions. I J.-P. Steghofer, & B. Esfandiari (red.), Trust Management XI - 11th IFIP WG 11.11 International Conference, IFIPTM 2017, Proceedings (s. 94-109). Springer Publishing Company. https://doi.org/10.1007/978-3-319-59171-1_8

Vasilomanolakis, Emmanouil ; Habib, Sheikh Mahbub ; Milaszewicz, Pavlos et al. / Towards trust-aware collaborative intrusion detection : Challenges and solutions. Trust Management XI - 11th IFIP WG 11.11 International Conference, IFIPTM 2017, Proceedings. red. / Jan-Philipp Steghofer ; Babak Esfandiari. Springer Publishing Company, 2017. s. 94-109 (I F I P Advances in Information and Communication Technology, Bind 505).

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title = "Towards trust-aware collaborative intrusion detection: Challenges and solutions",

abstract = "Collaborative Intrusion Detection Systems (CIDSs) are an emerging field in cyber-security. In such an approach, multiple sensors collaborate by exchanging alert data with the goal of generating a complete picture of the monitored network. This can provide significant improvements in intrusion detection and especially in the identification of sophisticated attacks. However, the challenge of deciding to which extend a sensor can trust others, has not yet been holistically addressed in related work. In this paper, we firstly propose a set of requirements for reliable trust management in CIDSs. Afterwards, we carefully investigate the most dominant CIDS trust schemes. The main contribution of the paper is mapping the results of the analysis to the aforementioned requirements, along with a comparison of the state of the art. Furthermore, this paper identifies and discusses the research gaps and challenges with regard to trust and CIDSs.",

author = "Emmanouil Vasilomanolakis and Habib, {Sheikh Mahbub} and Pavlos Milaszewicz and Malik, {Rabee Sohail} and Max M{\"u}hlh{\"a}user",

note = "Funding Information: This work has received funding from the European Union{\textquoteright}s Horizon 2020 Research and Innovation Program, PROTECTIVE, under Grant Agreement No 700071. Publisher Copyright: {\textcopyright} IFIP International Federation for Information Processing 2017.; 11th IFIP WG 11.11 International Conference on Trust Management, IFIPTM 2017 ; Conference date: 12-06-2017 Through 16-06-2017",

year = "2017",

doi = "10.1007/978-3-319-59171-1_8",

language = "English",

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series = "I F I P Advances in Information and Communication Technology",

publisher = "Springer Publishing Company",

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Vasilomanolakis, E, Habib, SM, Milaszewicz, P, Malik, RS & Mühlhäuser, M 2017, Towards trust-aware collaborative intrusion detection: Challenges and solutions. i J-P Steghofer & B Esfandiari (red), Trust Management XI - 11th IFIP WG 11.11 International Conference, IFIPTM 2017, Proceedings. Springer Publishing Company, I F I P Advances in Information and Communication Technology, bind 505, s. 94-109, 11th IFIP WG 11.11 International Conference on Trust Management, IFIPTM 2017, Gothenburg, Sverige, 12/06/2017. https://doi.org/10.1007/978-3-319-59171-1_8

Towards trust-aware collaborative intrusion detection: Challenges and solutions. / Vasilomanolakis, Emmanouil; Habib, Sheikh Mahbub; Milaszewicz, Pavlos et al.
Trust Management XI - 11th IFIP WG 11.11 International Conference, IFIPTM 2017, Proceedings. red. / Jan-Philipp Steghofer; Babak Esfandiari. Springer Publishing Company, 2017. s. 94-109 (I F I P Advances in Information and Communication Technology, Bind 505).

Publikation: Bidrag til bog/antologi/rapport/konference proceeding › Konferenceartikel i proceeding › Forskning › peer review

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T2 - 11th IFIP WG 11.11 International Conference on Trust Management, IFIPTM 2017

AU - Vasilomanolakis, Emmanouil

AU - Habib, Sheikh Mahbub

AU - Milaszewicz, Pavlos

AU - Malik, Rabee Sohail

AU - Mühlhäuser, Max

N1 - Funding Information: This work has received funding from the European Union’s Horizon 2020 Research and Innovation Program, PROTECTIVE, under Grant Agreement No 700071. Publisher Copyright: © IFIP International Federation for Information Processing 2017.

PY - 2017

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AB - Collaborative Intrusion Detection Systems (CIDSs) are an emerging field in cyber-security. In such an approach, multiple sensors collaborate by exchanging alert data with the goal of generating a complete picture of the monitored network. This can provide significant improvements in intrusion detection and especially in the identification of sophisticated attacks. However, the challenge of deciding to which extend a sensor can trust others, has not yet been holistically addressed in related work. In this paper, we firstly propose a set of requirements for reliable trust management in CIDSs. Afterwards, we carefully investigate the most dominant CIDS trust schemes. The main contribution of the paper is mapping the results of the analysis to the aforementioned requirements, along with a comparison of the state of the art. Furthermore, this paper identifies and discusses the research gaps and challenges with regard to trust and CIDSs.

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Vasilomanolakis E, Habib SM, Milaszewicz P, Malik RS, Mühlhäuser M. Towards trust-aware collaborative intrusion detection: Challenges and solutions. I Steghofer JP, Esfandiari B, red., Trust Management XI - 11th IFIP WG 11.11 International Conference, IFIPTM 2017, Proceedings. Springer Publishing Company. 2017. s. 94-109. (I F I P Advances in Information and Communication Technology, Bind 505). doi: 10.1007/978-3-319-59171-1_8

Towards trust-aware collaborative intrusion detection: Challenges and solutions

Abstract

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