loading
Papers

Research.Publish.Connect.

Paper

Authors: Cemile Diler Özdemir 1 ; Mehmet Tahir Sandıkkaya 2 and Yusuf Yaslan 2

Affiliations: 1 Siemens AS and Istanbul Technical University, Turkey ; 2 Istanbul Technical University, Turkey

ISBN: 978-989-758-295-0

Keyword(s): Cloud Security, PaaS, Malicious Behavior, Machine Learning.

Abstract: Multitenant structure of PaaS cloud delivery model allows customers to share the platform resources in the cloud. However, this structure requires a strong security mechanism that isolates customer applications to prevent interference between different applications. In this paper, a malicious thread behavior detection framework using machine learning algorithms is proposed to classify whether user requests are malicious. The framework uses thread metrics of worker threads and N-Gram frequencies of operations as its features. Test results are evaluated on a real-life scenario using Random Forest, Adaboost and Bagging ensemble learning algorithms and evaluated using different accuracy metrics. It is found that the malicious request detection accuracy of the proposed system is 87.6%.

PDF ImageFull Text

Download
CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 3.214.184.196

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Özdemir, C.; Sandıkkaya, M. and Yaslan, Y. (2018). Classifying Malicious Thread Behavior in PaaS Web Services.In Proceedings of the 8th International Conference on Cloud Computing and Services Science - Volume 1: CLOSER, ISBN 978-989-758-295-0, pages 418-425. DOI: 10.5220/0006688204180425

@conference{closer18,
author={Cemile Diler Özdemir. and Mehmet Tahir Sandıkkaya. and Yusuf Yaslan.},
title={Classifying Malicious Thread Behavior in PaaS Web Services},
booktitle={Proceedings of the 8th International Conference on Cloud Computing and Services Science - Volume 1: CLOSER,},
year={2018},
pages={418-425},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006688204180425},
isbn={978-989-758-295-0},
}

TY - CONF

JO - Proceedings of the 8th International Conference on Cloud Computing and Services Science - Volume 1: CLOSER,
TI - Classifying Malicious Thread Behavior in PaaS Web Services
SN - 978-989-758-295-0
AU - Özdemir, C.
AU - Sandıkkaya, M.
AU - Yaslan, Y.
PY - 2018
SP - 418
EP - 425
DO - 10.5220/0006688204180425

Login or register to post comments.

Comments on this Paper: Be the first to review this paper.