PeerMate: a malicious peer detection algorithm for P2P systems based on MSPCA

Many reputation management schemes have been introduced to assist peers to choose the most trustworthy collaborators in P2P environment where honest peers coexist with malicious ones. These schemes indeed provide some useful information about the reliability of peers, but still suffer from various a...

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Main Authors: Wei, Xianglin, Ahmed, Tarem, Chen, Ming, Pathan, Al-Sakib Khan
Format: Conference or Workshop Item
Language:English
Published: 2012
Subjects:
Online Access:http://irep.iium.edu.my/6015/
http://irep.iium.edu.my/6015/
http://irep.iium.edu.my/6015/1/PeerMate_-_A_malicious_peer_detection_algorithm.pdf
id iium-6015
recordtype eprints
spelling iium-60152012-07-23T01:49:16Z http://irep.iium.edu.my/6015/ PeerMate: a malicious peer detection algorithm for P2P systems based on MSPCA Wei, Xianglin Ahmed, Tarem Chen, Ming Pathan, Al-Sakib Khan Q Science (General) QA75 Electronic computers. Computer science QA76 Computer software Many reputation management schemes have been introduced to assist peers to choose the most trustworthy collaborators in P2P environment where honest peers coexist with malicious ones. These schemes indeed provide some useful information about the reliability of peers, but still suffer from various attacks including slandering, collusion and so on. Consequently, how to detect malicious peers plays a critical role in successful work of these mechanisms, and it will also be our focus in this paper. Firstly, we divide the malicious peers into six categories; secondly, we bring forward PeerMate, a malicious peers detection algorithm based on Multiscale Principal Component Analysis (MSPCA) and Quality of Reconstruction (QR), to detect malicious peers in reputation based P2P systems; finally, we show through simulations that PeerMate can detect malicious peers efficiently and accurately. 2012-03 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/6015/1/PeerMate_-_A_malicious_peer_detection_algorithm.pdf Wei, Xianglin and Ahmed, Tarem and Chen, Ming and Pathan, Al-Sakib Khan (2012) PeerMate: a malicious peer detection algorithm for P2P systems based on MSPCA. In: International Conference on Computing, Networking and Communications (IEEE ICNC 2012), January 30 - February 2, 2012, Maui, Hawaii, USA. http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6167537
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic Q Science (General)
QA75 Electronic computers. Computer science
QA76 Computer software
spellingShingle Q Science (General)
QA75 Electronic computers. Computer science
QA76 Computer software
Wei, Xianglin
Ahmed, Tarem
Chen, Ming
Pathan, Al-Sakib Khan
PeerMate: a malicious peer detection algorithm for P2P systems based on MSPCA
description Many reputation management schemes have been introduced to assist peers to choose the most trustworthy collaborators in P2P environment where honest peers coexist with malicious ones. These schemes indeed provide some useful information about the reliability of peers, but still suffer from various attacks including slandering, collusion and so on. Consequently, how to detect malicious peers plays a critical role in successful work of these mechanisms, and it will also be our focus in this paper. Firstly, we divide the malicious peers into six categories; secondly, we bring forward PeerMate, a malicious peers detection algorithm based on Multiscale Principal Component Analysis (MSPCA) and Quality of Reconstruction (QR), to detect malicious peers in reputation based P2P systems; finally, we show through simulations that PeerMate can detect malicious peers efficiently and accurately.
format Conference or Workshop Item
author Wei, Xianglin
Ahmed, Tarem
Chen, Ming
Pathan, Al-Sakib Khan
author_facet Wei, Xianglin
Ahmed, Tarem
Chen, Ming
Pathan, Al-Sakib Khan
author_sort Wei, Xianglin
title PeerMate: a malicious peer detection algorithm for P2P systems based on MSPCA
title_short PeerMate: a malicious peer detection algorithm for P2P systems based on MSPCA
title_full PeerMate: a malicious peer detection algorithm for P2P systems based on MSPCA
title_fullStr PeerMate: a malicious peer detection algorithm for P2P systems based on MSPCA
title_full_unstemmed PeerMate: a malicious peer detection algorithm for P2P systems based on MSPCA
title_sort peermate: a malicious peer detection algorithm for p2p systems based on mspca
publishDate 2012
url http://irep.iium.edu.my/6015/
http://irep.iium.edu.my/6015/
http://irep.iium.edu.my/6015/1/PeerMate_-_A_malicious_peer_detection_algorithm.pdf
first_indexed 2023-09-18T20:14:50Z
last_indexed 2023-09-18T20:14:50Z
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