Computer Science ›› 2022, Vol. 49 ›› Issue (11A): 210700122-7.doi: 10.11896/jsjkx.210700122

• Computer Networ • Previous Articles     Next Articles

Inconsistency Elimination Algorithm Based on SPA and QoX

XING Qing-hua, XU Hong-ji, LIU Qiang, FAN Shi-di, LI Tian-kuo, CHEN Min   

  1. School of Information Science and Engineering,Shandong University,Qingdao,Shandong 266237,China
  • Online:2022-11-10 Published:2022-11-21
  • About author:XING Qing-hua,born in 1995,postgra-duate.His main research interests include machine learning,ubiquitous computing,quality of context and context-aware computing.
    XU Hong-ji,born in 1976,Ph.D,asso-ciate professor.His main research inte-rests include wireless communications,ubiquitous computing,intelligent perception,blind signal processing and artificial intelligence.
  • Supported by:
    Natural Science Foundation of Shandong Province,China(ZR2020MF139) and National Key Research and Deve-lopment Program of China(2022YFC3302800).

Abstract: In the research and application of context-aware computing(CAC),it is inevitable to face the problems of uncertainty for context information.Context inconsistency is the most difficult problem to solve in the uncertainty problems.How to deal with context inconsistency reasonably and effectively is an important problem that must be solved.In this paper,a new inconsis-tency elimination algorithm based on set pair analysis(SPA) and quality of comprehensive indexes(QoX) is proposed to solve the inconsistency problem.The algorithm uses some parameters of QoX to evaluate the overall quality of contexts collected by the context sources,which improves the completeness and accuracy of the evaluation of overall quality of context.In addition,the algorithm uses SPA to quantitatively analyze the quality index from the similarity,opposition and difference,and takes into account the comprehensiveness in the calculation process of quality of context.Experimental results show that the proposed algorithm has higher accuracy than traditional processing algorithms.

Key words: QoX, Set pair analysis, Context-aware, Context inconsistency elimination

CLC Number: 

  • TP391
[1]SCHILIT B N,THEIMER M M.Disseminating active map information to mobile hosts [J].IEEE Network,1994,8(5):22-32.
[2]GUO Z X,WU B,XIE J,et al.Study on the observability ofINS/CNS guidance error separation [J].Missiles and Space Vehicles,2020(2):54-57.
[3]ZHANG Y N,WU G.Research on context inconsistency detection and resolution [J].Computer Science,2011,38(9):116-118.
[4]ZHENG D,BEN K R,WANG J.Research of quality-aware contexts management for complex IoT applications [J].Computer Science,2015,42(12):152-156.
[5]YUAN B C,HERBERT J.A fuzzy-based context modeling and reasoning framework for CARA pervasive healthcare [C]//The International Conference on Smart Homes and Health Telema-tics.2013.
[6]CHEN M,XU H J,XIONG H L,et al.A new overall quality indicator OQoC and the corresponding context inconsistency eli-mination algorithm based on OQoC and Dempster-Shafer theory [J].Soft Computing,2020,24(14):10829-10841.
[7]CHEN X K,XU C,JIANG L.Hybrid-Fixing:Toward sound fixing of context inconsistency [J].Journal of Computer Research and Development,2015,52(6):1443-1451.
[8]GALLOWAY A.Intimations of everyday life:ubiquitous computing and the city [J].Cultural Studies,2004,18(2/3):384-408.
[9]MANZOOR A,TRUONG H L,DUSTDAR S.Quality of context:models and applications for context-aware systems in pervasive environments [J].The Knowledge Engineering Review,2014,29(2):154-170.
[10]LAMINE A,SAMI S,SAID H,et al.A hierarchical classification model of QoE influence factors [C]//The International Conference on Wired/Wireless Internet Communication.2015:225-238.
[11]FLORIS A,PORCU S,ATZORI L.Quality of experience management of smart city services [C]//The 2018 Tenth International Conference on Quality of Multimedia Experience.2018:1-3.
[12]YANG S C,TIAN K S,WU C F.Target assignment method for phased array radar network based on quality of service [J].Journal of Electronics and Information Technology,2019,41(12):2844-2851.
[13]XU H J,CHEN M,ZHOU Y M,et al.A novel comprehensive quality index QoX and the corresponding context-aware system framework [C]//2018 IEEE 4th International Conference on Computer and Communications.2018:2415-2419.
[14]ZHAO K Q.Set pair analysis and its preliminary application[M].Hangzhou:Zhejiang Science and Technology Press,2000.
[15]DEMPSTER A P.Upper and lower probabilities induced by a multivalued mapping [J].The Annals of Mathematical Statistics,1967,38(2):325-339.
[16]ZADEH L A.Fuzzy sets as a basis for a theory of possibility [J].Fuzzy Sets and Systems,1978,1(1):3-28.
[17]SHAFER G.A Mathematical Theory of Evidence turns 40 [J].International Journal of Approximate Reasoning,2016,79:7-25.
[18]LONG D,YAN L,BAI L L,et al.Generation of MODIS-like land surface temperatures under all-weather conditions based on a data fusion approach [J].Remote Sensing of Environment,2020,246:1-17.
[19]ZHOU L,ZHANG X M,GUO W Z,et al.A direct fusion algorithm for multiple pieces of evidence based on improved conflict measure [J].Journal of Electronics and Information Technology,2019,41(5):1145-1151.
[20]SHUANG T K,TIAN J L,LIU X,et al.An index weight determination method based on improved AHP [J].Science and Technology of West China,2011,10(32):37-38.
[21]CHEN P G,JIANG M L,ZUO S.Comprehensive benefit evaluation of new energy consumption based on AHP-entropy combination weighting [J].China New Technologies and New Pro-ducts,2019(22):139-141.
[22]ZHAO X,XIAO W,WU L,et al.Intelligent city intelligent me-dical sharing technology based on internet of things technology [J].Future Generation Computer Systems,2020,111:226-233.
[23]BANANI G,ZEENAT R.A Mechanism for Air Health Monitoring in Smart City using Context Aware Computing [J].Procedia Computer Science,2020,171:2512-2521.
[24]YUAN Y,JIA K B,LIU P Y.Multi-context autoencoders for multivariate medical signals based on deep convolutional neural networks [J].Journal of Electronics and Information Technology,2020,42(2):371-378.
[25]MCALLISTER D,SUN C E,VOUK M.Reliability of voting in fault-tolerant software systems for small output-spaces [J].IEEE Transactions on Reliability,1991,39(5):524-534.
[26]LEE B H,KIM D H.Efficient context-aware selection based on user feedback [J].IEEE Transactions on Consumer Electronics,2012,58(3):978-984.
[27]JI M Y,XU H J,WANG L T,et al.Approach of measuring PoC of context using limited self-feedback in context-aware systems [J].IET Wireless Sensor Systems,2016,6(5):158-165.
[1] WANG Hui-yan, XU Jing-wei, XU Chang. Survey on Runtime Input Validation for Context-aware Adaptive Software [J]. Computer Science, 2020, 47(6): 1-7.
[2] HAN Li , LIU Zheng-jie. CAUXT:A Tool to Help User Experience Researchers Capture Users’ Experience Data in Context of Interest [J]. Computer Science, 2018, 45(7): 278-285.
[3] YANG Meng. Evaluation Model of Vector Map Watermarking Algorithms Based on Set Pair Analysis [J]. Computer Science, 2017, 44(Z11): 357-361.
[4] HE Ming, LIU Yi, CHANG Meng-meng and WU Xiao-fei. Collaborative Filtering Recommendation Based on Item Splitting [J]. Computer Science, 2017, 44(3): 247-253.
[5] YU Chun-hua, LIU Xue-jun and LI Bin. Implicit Feedback Personalized Recommendation Model Fusing Context-aware and Social Network Process [J]. Computer Science, 2016, 43(6): 248-253.
[6] ZHENG Di, BEN Ke-rong and WANG Jun. Research of Quality-aware Contexts Management for Complex IOT Applications [J]. Computer Science, 2015, 42(12): 152-156.
[7] CAO Huai-hu,ZHANG Yan-mei,ZHU Jian-ming and GUO Shu-hang. Context-aware Mobile P2P Social Network Multicast Routing Algorithm [J]. Computer Science, 2014, 41(9): 141-145.
[8] XIONG Ying,SHI Dian-xi,DING Bo and DENG Lu. Survey of Mobile Sensing [J]. Computer Science, 2014, 41(4): 1-8.
[9] WU Ai-yan,ZENG Guang-ping and TU Xu-yan. Study on Set Pair Cloud Multi-attribute Group Decision Method [J]. Computer Science, 2014, 41(12): 231-233.
[10] . Trust Evaluation Model Based on Set Pair Analysis and its Application in Service Selection [J]. Computer Science, 2012, 39(1): 210-214.
[11] ZHANG Ke,ZHANG Wei,LI Wei,ZENG Jia-zhi. Context-aware Optimized Link State Routing Protocol for Fast Movement Scene [J]. Computer Science, 2011, 38(6): 110-113.
[12] TONG En-dong,SHEN Qiang,LEI Jun,LIU Yu,TANG Hui. Study on Context-aware Technologies for Internet of Things [J]. Computer Science, 2011, 38(4): 9-14.
[13] . Middleware-based Framework for the Quality Management of Context-aware Pervasive Applications [J]. Computer Science, 2011, 38(11): 127-130.
[14] CHEN Sheng-bing,LI Long-shu,JI Xia,BIAN Shi-hui. Extension of Rough Set Model Based on SPA Similarity Degree in Incomplete Information Systems [J]. Computer Science, 2010, 37(7): 186-190.
[15] LI Qi-lin,WANG Min-yi,ZHOU Ming-tian. Research on New Generation Middleware Technology in the Open and Mobile Network Environment [J]. Computer Science, 2010, 37(3): 76-78.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!