Internet of Things and data mining: From applications to techniques and systems

被引:29
作者
Gaber, Mohamed Medhat [1 ]
Aneiba, Adel [1 ]
Basurra, Shadi [1 ]
Batty, Oliver [1 ]
Elmisery, Ahmed M. [2 ]
Kovalchuk, Yevgeniya [1 ]
Rehman, Muhammad Habib Ur [3 ]
机构
[1] Birmingham City Univ, Sch Comp & Digital Technol, Birmingham, W Midlands, England
[2] Nottingham Trent Univ, Sch Sci & Technol, Nottingham, England
[3] Natl Univ Comp & Emerging Sci, Dept Comp Sci, Lahore, Pakistan
关键词
data mining; data streams; edge computing; internet of things; BIG DATA ANALYTICS; HEALTH-CARE; ENERGY-CONSUMPTION; EDGE; IOT; COMMUNICATION; SECURITY; FRAMEWORK; ARCHITECTURE;
D O I
10.1002/widm.1292
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Internet of Things (IoT) is the result of the convergence of sensing, computing, and networking technologies, allowing devices of varying sizes and computational capabilities (things) to intercommunicate. This communication can be achieved locally enabling what is known as edge and fog computing, or through the well-established Internet infrastructure, exploiting the computational resources in the cloud. The IoT paradigm enables a new breed of applications in various areas including health care, energy management and smart cities. This paper starts off with reviewing these applications and their potential benefits. Challenges facing the realization of such applications are then discussed. The sheer amount of data stemmed from devices forming the IoT requires new data mining systems and techniques that are discussed and categorized later in this paper. Finally, the paper is concluded with future research directions. This article is categorized under: Fundamental Concepts of Data and Knowledge > Big Data Mining Application Areas > Health Care Application Areas > Industry Specific Applications
引用
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页数:21
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