Journal of Guangdong University of Technology ›› 2017, Vol. 34 ›› Issue (03): 30-35.doi: 10.12052/gdutxb.170026

Previous Articles     Next Articles

Research on using information flow and HowNet to build big data semantic sharing channel

Mao Li-na1, Li Wei-hua2   

  1. 1. Department of Mechanical and Electrical Engineering, Guangdong Industry Polytechnic, Guangzhou 510300, China;
    2. School of Computers, Guangdong University of Technology, Guangzhou 510006, China
  • Received:2017-01-19 Online:2017-05-09 Published:2017-05-09

Abstract:

In addition to the huge amount of data, wide range of data, different information structure, grammatical and semantic conflicts, highly heterogeneous and dynamic, big data is difficult to share. In order to share the semantic information in big data, there must be a sharing mechanism with dynamic, heterogeneous and large-scale features to enable users to share semantic information of big data. Information Flow theory, also called Channel Theory, as well as HowNet, have been analyzed. Combine them provide us bases of big data semantic understanding. The idea of building the big data semantics sharing channel based both on the information flow theory and Hownet is present. Information resources classify ontology, society ontology and channel ontology act as the kernel of the semantic sharing. Build the big data semantic sharing channel by infomorphisms. Professional information sharing as case study has carried on the preliminary practice. The experiment results show the effectiveness of the constructed channel. Combining information flow theory and HowNet technology can form a useful big data semantic sharing channel.

Key words: big data, semantics, information flow, channel

CLC Number: 

  • TP311

[1] (英)维克托·迈尔·舍恩伯格, (英)肯尼思·库克耶. 大数据时代:生活、工作与思维的大变革[M]. 盛杨燕, 周涛, 译. 杭州:浙江人民出版社, 2013.
[2] 李国杰, 程学旗. 大数据研究:未来科技及经济社会发展的重大战略领域——大数据的研究现状与科学思考[J]. 中国科学院院刊, 2012, 27(6):647-657. LI G J, CHENG X Q. Research status and scientific thinking of big data[J]. Bulletin of Chinese Academy of Sciences, 2012, 27(6):647-657
[3] 靳小龙, 王元卓, 程学旗. 大数据的研究体系与现状[J]. 信息通信技术, 2013, (6):35-43. JIN X L, WANG Y Z, CHENG X Q. Research system and status of big data[J]. Information and Communications Technologies, 2013, (6):35-43.
[4] BIZER C, TOM H, TIM B-L. Linked data-the story so far[J]. International Journal on Semantic Web and Information Systems, 2009, 5(3):1-22.
[5] 何克清. 本体元建模理论与方法及其应用[M]. 北京:科学出版社, 2008:1-307.
[6] 何向武. 大数据中RDF语义数据存储优化探讨[J]. 计算机应用与软件, 2015, 32(4):38-41. HE X W. Probing optimisation of RDF semantic data storage in big data[J]. Computer Applications and Software, 2015, 32(4):38-41.
[7] 吴纯青, 任沛阁, 王小峰. 基于语义的网络大数据组织与搜索[J]. 计算机学报, 2015, 38(1):1-17. WU C Q, REN P G, WANG X F. Survey on semantic-based organization and search technologies for network big data[J]. Chinese Journal of Computers, 2015, 38(1):1-17.
[8] 陈曦, 陈华钧, 顾珮嵚, 等. 一种基于Hadoop的语义大数据分布式推理框架[J]. 计算机研究与发展, 2013, 50(增刊):103-113. CHEN X, CHEN H J, GU P Q, et al. A distributed reasoning framework for big semantic data based on Hadoop[J]. Journal of Computer Research and Development, 2013, 50(suppl.):103-113.
[9] 杨杰, 李小平, 潘丽娅. 面向道路交通监控网的异构大数据语义融合方法[J]. 东南大学学报(自然科学版), 2014, 44(5):907-911. YANG J, LI X P, PAN L Y. Semantic fusion method for heterogeneous big data of traffic monitoring systems[J]. Journal of Southeast University(Natural Science Edition), 2014, 44(5):907-911
[10] 杨鵾. 基于语义的金融行业大数据整合及处理技术[D]. 杭州:浙江大学计算机科学与技术学院, 2013:1-67.
[11] BARWISE J, SELIGMAN J. Information flow:the logic of distributed systems[M]. Cambridge:Cambridge University Press, 1997:1-274.
[12] 李卫华, 李师贤. 信息流理论及其应用研究[J]. 计算机科学, 2006, 33(7):11-15. LI W H, LI S X. The research of information flow theory and its applications[J]. Computer Science, 2006, 33(7):11-15.
[13] 李卫华. 网格信息服务Agent资源共享互操作语义研究[D]. 广州:中山大学信息科学与技术学院, 2005:1-100.
[14] 李卫华. 利用知网增强可拓策略生成机制研究[J]. 广东工业大学学报, 2013, 30(2):1-6 LI W H. Research on taking advantage of the HowNet to Enhance mechanisms of extension strategy generation[J]. Journal of Guangdong University of Technology, 2013, 30(2):1-6
[15] 赵杰, 李卫华. 基于知网的矛盾问题语义二义性研究[J]. 广东工业大学学报, 2014, 31(2):21-26 ZHAO J, LI W H. Research on the ambiguity of contradiction based on HowNet[J]. Journal of Guangdong University of Technology, 2014, 31(2):21-26
[16] SHANNON C. A mathematical theory of communication[J]. The Bell System Technical Journal, 1948, 27:379-423, 623-656
[17] KENT R E. The information flow foundation for conceptual knowledge organization[C]//6th International Conference of the International Society for Knowledge Organization. Toronto:[s.n.], 2000:1-7.
[18] MARCO S, YANNIS K. On semantic interoperability and the flow of information[J]. Revista Mexicana De Ciencias Geológicas, 2003, 30(1):80-95.
[19] ALLWEIN G, MOSKOWITZ I S., CHANG L W. A new framework for Shannon information theory[R]. Washington:NRL Memorandum Report, 2004:1-17.
[20] WORBOYS M F. Communicating geographic information in context[C]//DUCKHAM M, GOODCHILD M, WORBOYS M F, et al. Foundations of Geographic Information Science. London and NewYork:Taylor & Francis, 2003:33-45.
[21] 董振东, 董强. 知网和汉语研究[J]. 当代语言学, 2001, 3(1):33-44. DONG Z D, DONG Q. Hownet and Chinese research[J]. Contemporary linguistics, 2001, 3(1):33-44.
[22] 董振东, 董强, 郝长伶. 知网的理论发现[J]. 中文信息学报, 2007, 21(4):3-9. DONG Z D, DONG Q, HAO C L. Theoretical findings of HowNet[J]. Journal of Chinese information processing, 2007, 21(4):3-9.
[23] 李景, 苏晓鹭, 钱平. 构建领域本体的方法[J]. 计算机与农业, 2003, (7):7-10. LI J, SU X L, QIAN P. The methodology of developing domain ontology[J]. Computer and Agriculture, 2003, (7):7-10.
[24] 陈珊珊. 基于语义的大学生就业推荐系统研究[D]. 武汉:武汉科技大学信息科学与工程学院, 2014:1-46.

[1] Zhang Xue-jiao, Liu Pan, Yang Xue-qiang, Wang Yang. A Study of the Relationship Between Permeability and Pore Structure of Lime-treated Loess [J]. Journal of Guangdong University of Technology, 2021, 38(03): 97-103.
[2] Liu Hong-wei, Liang Zhou-yang, Zuo Mei-hua, Lu Dan, Fan Meng-ting, He Rui-chao. Research on Identifying Brand Competition Relationships with Consumer Browsing Behavior [J]. Journal of Guangdong University of Technology, 2019, 36(05): 1-6,13.
[3] Huang Jian-wen, Zhu Xue-mei, Xu Ying, Xiong Lu, Zhang Wei-guo. A Quantitative Research on Spatial Morphology of Old Residential Neighborhoods in Lingnan Area Based on Multi-source Big Data [J]. Journal of Guangdong University of Technology, 2019, 36(04): 70-79.
[4] Bai Jie, Yao Jia-jing, Zhang Mao-jun, Li Qiao-xing. A Simple Search Algorithm on Conditionally Uncorrelated Volatility Models in Financial Big Data [J]. Journal of Guangdong University of Technology, 2018, 35(05): 26-30.
[5] Tong Hui-zhi, Zhang Guang-chi, Zhou Xun-long, Cui Miao, Liu Yi-jun, Lin Fan. Joint Energy and Spectrum Allocation in Multiple Adjacent Cells with Energy Harvesting Base Stations [J]. Journal of Guangdong University of Technology, 2018, 35(04): 68-74.
[6] Sun Wei-jun, Xie Sheng-li, Wang Gu-yin, Diao Jun-wu, Ruan Hang. Design and Implementation of Industrial Big Data Cloud Platform for Smart Factory [J]. Journal of Guangdong University of Technology, 2018, 35(03): 67-71.
[7] Li Wei-hua, Li Zhi-meng. Construction and Application of the Production Operation & Decision-making System Based on Big Data for Transport Group [J]. Journal of Guangdong University of Technology, 2018, 35(03): 113-118.
[8] Rao Dong-ning, Wang Jun-xing, Wei lai, Wang Ya-li. Parallel Minimal Cut Set Algorithm and Its Application in Financial Social Networks [J]. Journal of Guangdong University of Technology, 2018, 35(02): 46-50.
[9] Li Yong-liang, Zhou Lei, Yan Hao-ran, Jiang Qing-yun, Zhong Xi-wei. A Reliability Analysis of Intelligent Substation Relay Protection Based on Fuzzy Algorithm [J]. Journal of Guangdong University of Technology, 2017, 34(04): 65-71.
[10] Rao Dong-ning, Wen Yuan-li, Wei lai, Wang Ya-li. A Weighted Centrality Algorithm for Social Networks Based on Spark Platform in Different Cultural Environments [J]. Journal of Guangdong University of Technology, 2017, 34(03): 15-20.
[11] Liu Dong-ning, Lu Ming-jun, Huang Bao-ying, Liang Lu. Group Role Assignment and its Optimization with Preorder Constraints [J]. Journal of Guangdong University of Technology, 2017, 34(03): 21-29.
[12] Xie Zhen-dong, Wu Jin-cheng, Li Zhi-ming, Wu Guan-hua. A Study of Construction and Cultivation of Big Data Capacity of Enterprise [J]. Journal of Guangdong University of Technology, 2017, 34(03): 110-114.
[13] Zeng Bi, Hong Guo-nan. Research on Model of Indoor Visible Light Communication System with Novel LED Arrangement Pattern [J]. Journal of Guangdong University of Technology, 2017, 34(01): 71-77.
[14] LIAN Jia-Wei, LIU Hai-Lin, CHEN Lei, Li Jiong-Cheng, XIAO Heng-Hui. 4G Network-Oriented Indoor Distributed System Design [J]. Journal of Guangdong University of Technology, 2016, 33(02): 57-61.
[15] WEI Guo-Ting, LIU Li-Cheng, CHEN Yu-Tong, LI Wei-Ru. The Implementation of the Generation of LTE Demodulation -Reference Signals Based on FPGA [J]. Journal of Guangdong University of Technology, 2015, 32(2): 69-73.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!