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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

Published on Dec 1, 2015
· DOI :10.1109/APWCCSE.2015.7476124
Tanzim Khorshed4
Estimated H-index: 4
(Deakin University),
Neeraj Anand Sharma2
Estimated H-index: 2
+ 3 AuthorsYang Xiang35
Estimated H-index: 35
(Deakin University)
Abstract
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.
  • References (12)
  • Citations (4)
References12
Newest
#1Tanzim Khorshed (Central Queensland University)H-Index: 4
#2A B M Shawkat Ali (Central Queensland University)H-Index: 4
Last.Saleh A. Wasimi (Central Queensland University)H-Index: 8
view all 3 authors...
#1Jayavardhana Gubbi (University of Melbourne)H-Index: 13
#2Rajkumar Buyya (University of Melbourne)H-Index: 102
Last.Marimuthu Palaniswami (University of Melbourne)H-Index: 44
view all 4 authors...
#1Ali A.B.M. Shawkat (Central Queensland University)H-Index: 14
#2Salahuddin A. Azad (Central Queensland University)H-Index: 6
Last.Tanzim Khorshed (Central Queensland University)H-Index: 4
view all 3 authors...
#1Tanzim Khorshed (Central Queensland University)H-Index: 4
#2A B M Shawkat Ali (Central Queensland University)H-Index: 4
Last.Saleh A. Wasimi (Central Queensland University)H-Index: 8
view all 3 authors...
#1Md. Tanzim Khorshed (Central Queensland University)H-Index: 1
#2Ali A.B.M. Shawkat (Central Queensland University)H-Index: 14
Last.Saleh A. Wasimi (Central Queensland University)H-Index: 8
view all 3 authors...
Dec 1, 2011 in ICPADS (International Conference on Parallel and Distributed Systems)
#1Tanzim Khorshed (Central Queensland University)H-Index: 4
#2Ali A.B.M. Shawkat (Central Queensland University)H-Index: 14
Last.Saleh A. Wasimi (Central Queensland University)H-Index: 8
view all 3 authors...
#1Tanzim Khorshed (Central Queensland University)H-Index: 4
#2A B M Shawkat Ali (Central Queensland University)H-Index: 4
Last.Saleh A. Wasimi (Central Queensland University)H-Index: 8
view all 3 authors...
Jan 1, 2010 in IOT (The Internet of Things)
#1Rolf H. Weber (HKU: University of Hong Kong)H-Index: 15
Cited By4
Newest
#1Indira Avdagic (University of Sarajevo)
#2Kemal Hajdarevic (University of Sarajevo)H-Index: 3
#1Kemal Hajdarevic (University of Sarajevo)H-Index: 3
#2Adna Kozic (University of Sarajevo)
Last.Nejdet Dogru (International Burch University)H-Index: 1
view all 5 authors...
#1Zerina Masetic (International Burch University)H-Index: 2
#2Kemal Hajdarevic (University of Sarajevo)H-Index: 3
Last.Nejdet Dogru (International Burch University)H-Index: 1
view all 3 authors...
Dec 1, 2016 in ISSPIT (International Symposium on Signal Processing and Information Technology)
#1Jongmin Lee (ASU: Arizona State University)H-Index: 3
#2Michael Stanley (NXP Semiconductors)H-Index: 1
Last.Cihan Tepedelenlioglu (ASU: Arizona State University)H-Index: 26
view all 4 authors...
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