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Integrating internet-of-things with the power of cloud computing and the intelligence of big Data analytics- a three layered approach

conference contribution
posted on 2015-01-01, 00:00 authored by Tanzim Khorshed, N A Sharma, K Kumar, M Prasad, A B M S Ali, Yang Xiang
This paper is written through the vision on integrating Internet-of-Things (IoT) with the power of Cloud Computing and the intelligence of Big Data analytics. But integration of all these three cutting edge technologies is complex to understand. In this research we first provide a security centric view of three layered approach for understanding the technology, gaps and security issues. Then with a series of lab experiments on different hardware, we have collected performance data from all these three layers, combined these data together and finally applied modern machine learning algorithms to distinguish 18 different activities and cyber-attacks. From our experiments we find classification algorithm RandomForest can identify 93.9% attacks and activities in this complex environment. From the existing literature, no one has ever attempted similar experiment for cyber-attack detection for IoT neither with performance data nor with a three layered approach.

History

Event

Asia-Pacific Computer Science and Engineering. World Congress (2nd : 2015 : Nadi, Fiji)

Pagination

1 - 8

Publisher

IEEE

Location

Nadi, Fiji

Place of publication

Piscataway, N.J.

Start date

2015-12-02

End date

2015-12-04

ISBN-13

9781509007134

Language

eng

Publication classification

E Conference publication; E1 Full written paper - refereed

Copyright notice

2015, IEEE

Editor/Contributor(s)

[Unknown]

Title of proceedings

APWC on CSE 2015: Proceedings of the Asia-Pacific Computer Science and Engineering 2015 World Congress