NDLI: A principal component analysis and risk assessment framework based on Projection Pursuit in ad hoc networks

Content Provider	IEEE Xplore Digital Library
Author	Cai Fu Jihang Ye Li Zhang Zhang Zhang Yunhe Zhang
Copyright Year	2010
Description	Author affiliation: School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China 430074 (Cai Fu; Jihang Ye; Li Zhang; Zhang Zhang; Yunhe Zhang)
Abstract	Mobile ad-hoc networks (MANET) has highly dynamic topology, open access of wireless channel and unpredictable behaviors; however, absence of effective security mechanism render MANET more vulnerable to positive attacks. Conventional assessments always require large sample data satisfy specific distribution and establish models through subjective recognition, thus lack common applicability, objectivity and reliability. To solve this problem and make accurate assessment, we propose RAPCA-PP model on basis of Projection Pursuit theory to realize both risk assessment and attributes analysis. Due to Projection Pursuit's theoretical merits, RAPCA-PP is thoroughly data-driven; it can be applied to conditions with small sample quantity, incomplete data and no-prior experience. Using RAGA for solution, RAPCA-PP shows well convergence. Compared with Grey Relations Projection, it demonstrates both better accuracy and higher discrimination. Moreover, our model can analysis attributes by importance and eliminate redundancy. Experiment shows that assessment with eliminated attributes can also correctly reflect each node's performance. RAPCA-PP proved to be suitable for real MANET working scenarios.
Starting Page	2721
Ending Page	2725
File Size	210033
Page Count	5
File Format	PDF
ISBN	9781424464951
e-ISBN	9781424464982
DOI	10.1109/BMEI.2010.5639815
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2010-10-16
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Projection Pursuit Principle Component Analysis Computational modeling Risk Assessment Ad Hoc Network Risk management Indexes Security Optimization Mobile ad hoc networks RAGA
Content Type	Text
Resource Type	Article

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