Implementation of an IP Management and Risk Assessment System Based on PageRank

Chia Ling Hou, Cheng Chung Kuo, I. Hsien Liu, Chu-Sing Yang

研究成果: Conference contribution

摘要

Recently, network technology had brought a variety of attacks on the Internet, unfortunately, no one is safe in this trend. Network managers try to find the attackers and search for the suspicious behaviors in the network connections to defend their services. Intrusion Detection System (IDS) can help network managers to find out the network attacks, but for some special cases, IDS has its limitation. Proposed system integrated network-based IDS (NIDS) and host-based IDS (HIDS) to detect the suspicious behavior and assess the risk value of each IP. This research is dedicated to separating attacks and suspicious behaviors analysis by network-based IDS and host-based IDS. Furthermore, the proposed system will also find the relations among suspicious IP by using the modified PageRank algorithm and correlate the events to estimate the risk for each IP. The ranking of each IP represent the risk level and network managers can protect the hosts by the ranking. The experiment results show that the proposed system can achieve the goal of managing attack and tracking the suspicious ones. It can help users to take appropriate action in time.

原文English
主出版物標題Security with Intelligent Computing and Big-data Services - Proceedings of the 2nd International Conference on Security with Intelligent Computing and Big Data Services SICBS-2018
編輯Lakhmi C. Jain, Ching-Nung Yang, Sheng-Lung Peng, Lakhmi C. Jain, Lakhmi C. Jain, Lakhmi C. Jain
發行者Springer Verlag
頁面438-450
頁數13
ISBN(列印)9783030169459
DOIs
出版狀態Published - 2020 一月 1
事件2nd International Conference on Security with Intelligent Computing and Big-data Services, SICBS 2018 - Guilin, China
持續時間: 2018 十二月 142018 十二月 16

出版系列

名字Advances in Intelligent Systems and Computing
895
ISSN(列印)2194-5357

Conference

Conference2nd International Conference on Security with Intelligent Computing and Big-data Services, SICBS 2018
國家China
城市Guilin
期間18-12-1418-12-16

指紋

Intrusion detection
Risk assessment
Managers
Internet
Experiments

All Science Journal Classification (ASJC) codes

  • Control and Systems Engineering
  • Computer Science(all)

引用此文

Hou, C. L., Kuo, C. C., Liu, I. H., & Yang, C-S. (2020). Implementation of an IP Management and Risk Assessment System Based on PageRank. 於 L. C. Jain, C-N. Yang, S-L. Peng, L. C. Jain, L. C. Jain, & L. C. Jain (編輯), Security with Intelligent Computing and Big-data Services - Proceedings of the 2nd International Conference on Security with Intelligent Computing and Big Data Services SICBS-2018 (頁 438-450). (Advances in Intelligent Systems and Computing; 卷 895). Springer Verlag. https://doi.org/10.1007/978-3-030-16946-6_34
Hou, Chia Ling ; Kuo, Cheng Chung ; Liu, I. Hsien ; Yang, Chu-Sing. / Implementation of an IP Management and Risk Assessment System Based on PageRank. Security with Intelligent Computing and Big-data Services - Proceedings of the 2nd International Conference on Security with Intelligent Computing and Big Data Services SICBS-2018. 編輯 / Lakhmi C. Jain ; Ching-Nung Yang ; Sheng-Lung Peng ; Lakhmi C. Jain ; Lakhmi C. Jain ; Lakhmi C. Jain. Springer Verlag, 2020. 頁 438-450 (Advances in Intelligent Systems and Computing).
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Hou, CL, Kuo, CC, Liu, IH & Yang, C-S 2020, Implementation of an IP Management and Risk Assessment System Based on PageRank. 於 LC Jain, C-N Yang, S-L Peng, LC Jain, LC Jain & LC Jain (編輯), Security with Intelligent Computing and Big-data Services - Proceedings of the 2nd International Conference on Security with Intelligent Computing and Big Data Services SICBS-2018. Advances in Intelligent Systems and Computing, 卷 895, Springer Verlag, 頁 438-450, 2nd International Conference on Security with Intelligent Computing and Big-data Services, SICBS 2018, Guilin, China, 18-12-14. https://doi.org/10.1007/978-3-030-16946-6_34

Implementation of an IP Management and Risk Assessment System Based on PageRank. / Hou, Chia Ling; Kuo, Cheng Chung; Liu, I. Hsien; Yang, Chu-Sing.

Security with Intelligent Computing and Big-data Services - Proceedings of the 2nd International Conference on Security with Intelligent Computing and Big Data Services SICBS-2018. 編輯 / Lakhmi C. Jain; Ching-Nung Yang; Sheng-Lung Peng; Lakhmi C. Jain; Lakhmi C. Jain; Lakhmi C. Jain. Springer Verlag, 2020. p. 438-450 (Advances in Intelligent Systems and Computing; 卷 895).

研究成果: Conference contribution

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AU - Liu, I. Hsien

AU - Yang, Chu-Sing

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N2 - Recently, network technology had brought a variety of attacks on the Internet, unfortunately, no one is safe in this trend. Network managers try to find the attackers and search for the suspicious behaviors in the network connections to defend their services. Intrusion Detection System (IDS) can help network managers to find out the network attacks, but for some special cases, IDS has its limitation. Proposed system integrated network-based IDS (NIDS) and host-based IDS (HIDS) to detect the suspicious behavior and assess the risk value of each IP. This research is dedicated to separating attacks and suspicious behaviors analysis by network-based IDS and host-based IDS. Furthermore, the proposed system will also find the relations among suspicious IP by using the modified PageRank algorithm and correlate the events to estimate the risk for each IP. The ranking of each IP represent the risk level and network managers can protect the hosts by the ranking. The experiment results show that the proposed system can achieve the goal of managing attack and tracking the suspicious ones. It can help users to take appropriate action in time.

AB - Recently, network technology had brought a variety of attacks on the Internet, unfortunately, no one is safe in this trend. Network managers try to find the attackers and search for the suspicious behaviors in the network connections to defend their services. Intrusion Detection System (IDS) can help network managers to find out the network attacks, but for some special cases, IDS has its limitation. Proposed system integrated network-based IDS (NIDS) and host-based IDS (HIDS) to detect the suspicious behavior and assess the risk value of each IP. This research is dedicated to separating attacks and suspicious behaviors analysis by network-based IDS and host-based IDS. Furthermore, the proposed system will also find the relations among suspicious IP by using the modified PageRank algorithm and correlate the events to estimate the risk for each IP. The ranking of each IP represent the risk level and network managers can protect the hosts by the ranking. The experiment results show that the proposed system can achieve the goal of managing attack and tracking the suspicious ones. It can help users to take appropriate action in time.

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Hou CL, Kuo CC, Liu IH, Yang C-S. Implementation of an IP Management and Risk Assessment System Based on PageRank. 於 Jain LC, Yang C-N, Peng S-L, Jain LC, Jain LC, Jain LC, 編輯, Security with Intelligent Computing and Big-data Services - Proceedings of the 2nd International Conference on Security with Intelligent Computing and Big Data Services SICBS-2018. Springer Verlag. 2020. p. 438-450. (Advances in Intelligent Systems and Computing). https://doi.org/10.1007/978-3-030-16946-6_34