An Integrated Collaborative Filtering Framework With Location-Aware Graph Embedding in Intelligent Internet of Things Systems

doi:10.1109/TAES.2022.3213631

	An Integrated Collaborative Filtering Framework With Location-Aware Graph Embedding in Intelligent Internet of Things Systems
	Sun, Yong 1,5; Tan, Wenan 2,6; Huang, Li 2,4; Xie, Na 2; Ruan, Ling 3; Da Xu, Li 7
	2022-12
发表期刊	IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS
ISSN	0018-9251
卷号	58 期号:6 页码:5089-5104
摘要	Reliable Internet of Things (IoT) service discovery is a significant task in intelligent service-oriented IoT systems. Collaborative filtering (CF) turns out to be an effective solution to IoT service discovery. However, the traditional CF framework is facing the following challenges: inefficiency in learning the high-order interactions between users and IoT services and ineffectively making use of geographical location information. Moreover, deploying a CF framework in real-world distributed IoT systems poses another significant challenge in terms of reliability assurance and privacy protection. For bridging this gap, we propose an innovative integrated collaborative filtering framework (ICF) with incorporating the location-aware quality of IoT services into a heterogeneous graph embedding model. Meanwhile, a Geohash-based privacy-preservation mechanism is introduced to encoding the location information into a short string for protecting the sensitive location information. The proposed ICF framework is an integrated architecture combining advanced graph embedding learning and heterogeneous side information. And a joint objective optimization function is designed in the graph embedding learning to qualify automatic IoT service features. In this way, the hidden user-service interaction information and location-aware quality semantic features can be explored in an effective and reliable way. Furthermore, the learned location-aware quality embedding vector is incorporated to discover the reliable services among all IoT services with the mini-batch online clustering-based CF algorithm. The experimental findings illustrate the significant efficacy and reliability of our proposed ICF framework in large scale IoT service discovery scenarios.
关键词	Internet of Things IOT Reliability RECOMMENDATION Semantics REQUIREMENTS Security Task analysis Privacy Collaborative filtering Graph network embedding integration information systems intelligent systems Internet of Things (IoT) reliable IoT service discovery
DOI	10.1109/TAES.2022.3213631
收录类别	SCIE
语种	英语
WOS研究方向	Engineering ; Telecommunications
WOS类目	Engineering, Aerospace ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:000895081000017
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
原始文献类型	Article
EISSN	1557-9603
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.library.ouchn.edu.cn/handle/39V7QQFX/168574
专题	国家开放大学江苏分部
通讯作者	Tan, Wenan; Huang, Li
作者单位	1.Chuzhou Univ, Anhui Engn Lab Geoinformat Smart Sensing & Serv, Chuzhou 23900, Peoples R China; 2.Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing 210016, Peoples R China; 3.Nanjing Normal Univ, Key Lab Virtual Geog Environ ment, Minist Educ, Nanjing 210046, Peoples R China; 4.Jiangsu Open Univ, Sch Informat & Elect Engn, Nanjing 210016, Peoples R China; 5.Anhui Univ, Sch Resources & Environm Engn, Hefei 230601, Peoples R China; 6.Shanghai Polytech Univ, Sch Comp & Informat Engn, Shanghai 201209, Peoples R China; 7.Old Dominion Univ, Dept Informat Technol & Decis Sci, Norfolk, VA 23529 USA
通讯作者单位	国家开放大学江苏分部
推荐引用方式 GB/T 7714	Sun, Yong,Tan, Wenan,Huang, Li,et al. An Integrated Collaborative Filtering Framework With Location-Aware Graph Embedding in Intelligent Internet of Things Systems[J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS,2022,58(6):5089-5104.
APA	Sun, Yong,Tan, Wenan,Huang, Li,Xie, Na,Ruan, Ling,&Da Xu, Li.(2022).An Integrated Collaborative Filtering Framework With Location-Aware Graph Embedding in Intelligent Internet of Things Systems.IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS,58(6),5089-5104.
MLA	Sun, Yong,et al."An Integrated Collaborative Filtering Framework With Location-Aware Graph Embedding in Intelligent Internet of Things Systems".IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS 58.6(2022):5089-5104.