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The Fusion Model of Multidomain Context Information for the Internet of Things
Joint Authors
Guan, Yushuai
Li, Wuyungerile
Ren, Weiwu
Liu, Shuai
Jia, Bing
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-11-13
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Information Technology and Computer Science
Abstract EN
The Internet of Things aims to provide the user with deep adaptive intelligence services according to the user’s personalized characteristics.
Most of the characteristics are presented in the form of high-level context.
But it often lacks methods to obtain high-level context information directly in the Internet of Things.
In this paper, so as to achieve the corresponding high-level context information using the specific low-level multidomain context directly obtained by different sensors in the Internet of Things, we present a machine learning method to construct a context fusion model based on the feature selection algorithm and the multiclassification algorithm.
First, we propose a wrapper feature selection method based on the genetic algorithm to obtain a simpler and more important subset of the context features from the low-level multidomain context, by defining a suitable fitness function and a convergence condition.
Then, we use the decision tree algorithm which is a multiclassification algorithm, based on the rules obtained by training the subset of context features, to determine which high-level context the record set of the low-level context information belongs to.
Experiments confirm that the model can be used to achieve higher classification accuracy without more significant time consumption.
American Psychological Association (APA)
Jia, Bing& Liu, Shuai& Guan, Yushuai& Li, Wuyungerile& Ren, Weiwu. 2017. The Fusion Model of Multidomain Context Information for the Internet of Things. Wireless Communications and Mobile Computing،Vol. 2017, no. 2017, pp.1-8.
https://search.emarefa.net/detail/BIM-1206026
Modern Language Association (MLA)
Jia, Bing…[et al.]. The Fusion Model of Multidomain Context Information for the Internet of Things. Wireless Communications and Mobile Computing No. 2017 (2017), pp.1-8.
https://search.emarefa.net/detail/BIM-1206026
American Medical Association (AMA)
Jia, Bing& Liu, Shuai& Guan, Yushuai& Li, Wuyungerile& Ren, Weiwu. The Fusion Model of Multidomain Context Information for the Internet of Things. Wireless Communications and Mobile Computing. 2017. Vol. 2017, no. 2017, pp.1-8.
https://search.emarefa.net/detail/BIM-1206026
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1206026