QOI: Assessing Participation in Threat Information Sharing

Jemon Park; Hisham Alasmary; Omar Al-Ibrahim; Charlies Kamhoua; Kevin Kwiat; Laurent Njilla; Aziz Mohaisen

doi:10.1109/ICASSP.2018.8462036

QOI: Assessing Participation in Threat Information Sharing

Jemon Park, Hisham Alasmary, Omar Al-Ibrahim, Charlies Kamhoua, Kevin Kwiat, Laurent Njilla, Aziz Mohaisen

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Citations (Scopus)

Abstract

We introduce the notion of Quality of Indicator (QoI) to assess the level of contribution by participants in threat intelligence sharing. We exemplify QoI by metrics of the correctness, relevance, utility, and uniqueness of indicators. We build a system that extrapolates the metrics using a machine learning process over a reference set of indicators. We compared these results against a model that only considers the volume of information as a metric for contribution, and unveiled various observations, including the ability to spot low-quality contributions that are synonymous to free-riding.

Original language	English
Title of host publication	2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	6951-6955
Number of pages	5
ISBN (Print)	9781538646588
DOIs	https://doi.org/10.1109/ICASSP.2018.8462036
Publication status	Published - 10 Sept 2018
Event	2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Calgary, Canada Duration: 15 Apr 2018 → 20 Apr 2018

Publication series

Name	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume	2018-April
ISSN (Print)	1520-6149

Conference

Conference	2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018
Country/Territory	Canada
City	Calgary
Period	15/04/18 → 20/04/18

Bibliographical note

Publisher Copyright:
© 2018 IEEE.

Keywords

QoI
Sharing
Threat intelligence

Access to Document

10.1109/ICASSP.2018.8462036

Cite this

Park, J., Alasmary, H., Al-Ibrahim, O., Kamhoua, C., Kwiat, K., Njilla, L., & Mohaisen, A. (2018). QOI: Assessing Participation in Threat Information Sharing. In 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings (pp. 6951-6955). Article 8462036 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 2018-April). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICASSP.2018.8462036

Park, Jemon ; Alasmary, Hisham ; Al-Ibrahim, Omar et al. / QOI : Assessing Participation in Threat Information Sharing. 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2018. pp. 6951-6955 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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title = "QOI: Assessing Participation in Threat Information Sharing",

abstract = "We introduce the notion of Quality of Indicator (QoI) to assess the level of contribution by participants in threat intelligence sharing. We exemplify QoI by metrics of the correctness, relevance, utility, and uniqueness of indicators. We build a system that extrapolates the metrics using a machine learning process over a reference set of indicators. We compared these results against a model that only considers the volume of information as a metric for contribution, and unveiled various observations, including the ability to spot low-quality contributions that are synonymous to free-riding.",

keywords = "QoI, Sharing, Threat intelligence",

author = "Jemon Park and Hisham Alasmary and Omar Al-Ibrahim and Charlies Kamhoua and Kevin Kwiat and Laurent Njilla and Aziz Mohaisen",

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year = "2018",

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doi = "10.1109/ICASSP.2018.8462036",

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series = "ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings",

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Park, J, Alasmary, H, Al-Ibrahim, O, Kamhoua, C, Kwiat, K, Njilla, L & Mohaisen, A 2018, QOI: Assessing Participation in Threat Information Sharing. in 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings., 8462036, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, vol. 2018-April, Institute of Electrical and Electronics Engineers Inc., pp. 6951-6955, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018, Calgary, Canada, 15/04/18. https://doi.org/10.1109/ICASSP.2018.8462036

QOI: Assessing Participation in Threat Information Sharing. / Park, Jemon; Alasmary, Hisham; Al-Ibrahim, Omar et al.
2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2018. p. 6951-6955 8462036 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Njilla, Laurent

AU - Mohaisen, Aziz

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AB - We introduce the notion of Quality of Indicator (QoI) to assess the level of contribution by participants in threat intelligence sharing. We exemplify QoI by metrics of the correctness, relevance, utility, and uniqueness of indicators. We build a system that extrapolates the metrics using a machine learning process over a reference set of indicators. We compared these results against a model that only considers the volume of information as a metric for contribution, and unveiled various observations, including the ability to spot low-quality contributions that are synonymous to free-riding.

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Park J, Alasmary H, Al-Ibrahim O, Kamhoua C, Kwiat K, Njilla L et al. QOI: Assessing Participation in Threat Information Sharing. In 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2018. p. 6951-6955. 8462036. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). doi: 10.1109/ICASSP.2018.8462036

QOI: Assessing Participation in Threat Information Sharing

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