JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE) ›› 2015, Vol. 50 ›› Issue (09): 13-20.doi: 10.6040/j.issn.1671-9352.3.2015.145

Previous Articles     Next Articles

Multi-dimensional semantic ontology construction oriented to knowledge-level application

LIU Jian1,2, XU Hong-bo1, YI Mian-zhu2, CHENG Xue-qi1   

  1. 1. Key Laboratory of Web Data Science & Technology, Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190;
    2. Department of Language Engineering, PLA University of Foreign Languages, Luoyang 471003, Henan, China
  • Received:2015-03-03 Revised:2015-07-22 Online:2015-09-20 Published:2015-09-26

Abstract: Ontology, as the carrier, is introduced into the field of information science. It can solve the problems of knowledge representation and knowledge organization. Based on the theory of semantic ontology, a multi-dimensional semantic ontology model was proposed, which conceptualized the world knowledge from different dimensions. It presented the abstraction level of knowledge and established the semantic relevance of knowledge among different languages and different fields. On this basis, multi-dimensional semantic ontology was constructed, which solved the key problem about the lack of semantic knowledge and multi-language relation. Furthermore, multi-dimensional semantic ontology was analyzed and horizontal compared. And the main problems and challenges in construction process in the future were discussed.

Key words: knowledge sharing, knowledge engineering, semantic ontology, conception mapping

CLC Number: 

  • TP393
[1] 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 Guojie, CHENG Xueqi.Research status and scientific thinking of Big Data[J]. Bulletin of the Chinese Academy of Sciences, 2012, 27(6):647-657.
[2] 王元卓,靳小龙,程学旗. 网络大数据:现状与展望[J]. 计算机学报,2013,36(6):1125-1138. WANG Yuanzhuo, JIN Xiaolong, CHENG Xueqi. Network Big Data: present and future[J]. Chinese Journal of Computers, 2013, 36(6):1125-1138.
[3] Lee T Berners. Semantic Web on XML[EB/OL]. [2014-03-01].http://www.w3.org/2000/talks/1206-xml2k-tbl.
[4] 钟秀琴,刘忠,丁盘苹. 基于混合推理的知识库的构建及其应用研究[J]. 计算机学报,2012, 35(4):761-766. ZHONG Xiuqun, LIU Zhong, DIING Panping. Construction of knowledge base on hybrid reasoning and its application[J]. Chinese Journal of Computers, 2012, 35(4):761-766.
[5] 万长林,史忠植,胡宏,等. 基于本体的语义Web服务QoS描述和发现[J]. 计算机研究与发展,2011, 48(6):1059-1065. WAN Changlin, SHI Zhongzhi, HU Hong, et al. QoS-aware semantic web service modeling and discovery [J]. Journal of Computer Research and Development, 2011, 48(6):1059-1065.
[6] Rashmi Chauhan, Rayan Goudar, Robin Sharma, et al. Domain ontology based semantic search for efficient information retrieval through automatic query expansion [C]// Proceedings of the 2013 International Conference on Intelligent Systems and Signal Processing(ISSP). New York: IEEE, 2013:397-402.
[7] STUDER R, BENJAMINS V R, FENSEL D. Knowledge engineering, principles and methods [J]. Data and Knowledge Engineering, 1998, 25(1-2):161-197.
[8] 顾芳,曹存根. 知识工程中的本体研究现状与存在问题[J]. 计算机科学,2004, 31(10):1-10. GU Fang, CAO Cungen. Ontology research and existing problems in knowledge engineering [J]. Computer Science, 2004, 31(10):1-10.
[9] SHARMA A, FORBUS KD. Automatic extraction of efficient axiom sets from large knowledge bases[C] // Proceedings of the 27th AAAI Conference on Artificial Intelligence. Cambridge: MIT Press, 2013:1248-1254.
[10] SHARMA A, FORBUS KD. Modeling the evolution of knowledge in learning systems [C] //Proceedings of the 26th AAAI Conference on Artificial Intelligence. Cambridge: MIT Press, 2012:669-675.
[11] 王桐,王磊,吴吉义,等. WordNet中的综合概念语义相似度计算方法[J]. 北京邮电大学学报,2013, 36(2):98-101. WANG Tong, WANG Lei, WU Jiyi, et al. Semantic similarity calculation method of comprehensive conceptin WordNet[J]. Journal of Beijing University of Posts and Telecommunications, 2013, 36(2):98-101.
[12] 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 Zhendong, DONG Qiang, HAO Changling. Theoretical findings of HowNet[J]. Journal of Chinese Information Processing, 2007, 21(4):3-9.
[13] 张瑞霞,庄晋林,杨国增. 基于《知网》的中文信息结构消歧研究[J]. 中文信息学报,2012,26(4):43-49. ZHANG Ruixia, ZHUANG Jinlin, YANG Guozeng. Chinese message structures disambiguation based on HowNet[J]. Journal of Chinese Information Processing, 2012, 26(4):43-49.
[14] BOLLACKER K, EVANS C, PARITOSH P, et al. Freebase: a collaboratively created graph database for structuring human knowledge[C]// Proceedings of ACM SIGMOD 2008. New York: ACM, 2008:1247-1249.
[15] AUER S, BIZER C, KOBILAROV G, et al. Dbpedia: a nucleus for a Web of open data[C] //Proceedings of the 6th International Semantic Web. New York: Springer Press, 2007:722-735.
[16] NASTASE V, STRUBE M, BORSCHINGER B, et al. WikiNet: a very large scale multi-lingual concept network[C] //Proceedings of the 7th International Conference on Language Resources and Evaluation. Valletta: LREC, 2010:1015-1022.
[17] SUCHANEK F M, KASNECI G, WEIKUM G. Yago: a core of semantic knowledge [C]// Proceedings of the 16th International Conference on World Wide Web. New York: ACM, 2007:697-706.
[18] TONY Hey, STEWART Tansley, KRISTIN Tolle. The forth paradigm: data-intensive scientific discovery [M]. Redmond: Microsoft Research, 2009:11-22.
[19] SONG Yangqiu, WANG Haixun, WANG Zhongyuan, et al. Short text conceptualization using a probabilistic knowledgebase[C]// Proceedings of the 22nd International Joint Conference on Artificial Intelligence. [S.l.]: AAAI Press, 2011:2330-2336.
[20] WU Wentao, LI Hongsong, WANG Haixun, et al. Probase: a probabilistic taxonomy for text understanding[C] // Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data. New York: ACM, 2012.
[21] 贾君枝,刘艳玲. 顶层本体比较及评估[J]. 情报理论与实践,2007,30(3):397-400. JIA Junzhi, LIU Yanling. Comparison & evaluation of upper ontologies [J]. Journal of Chinese Information Processing, 2007, 30(3):397-400.
[22] 白如江,于晓繁,王效岳. 国内外主要本体库比较分析研究[J]. 现代图书情报技术,2011, 201(1):3-13. BAI Rujiang, YU Xiaofan, WANG Xiaoyue.The comparativeanalysis of major domestic and foreign ontology library[J].New Technology of Library and Information Service, 2011, 201(1):3-13.
[23] 孙苇如,孙乐,韩先培.基于维基百科和模式聚类的实体关系抽取方法[J]. 中文信息学报,2012,26(2):75-81. SUN Weiru, SUN Le, HAN Xianpei. A entity relation extraction method based on Wikipedia and pattern clusterin[J]. Journal of Chinese Information Processing, 2012, 26(2):75-81.
[24] 涂新辉,张红春,周琨峰,等.中文维基百科的结构化信息抽取及词语相关度计算方法[J].中文信息学报,2012,26(3):109-115. TU Xinhui, ZHANG Hongchun, ZHOU Kunfeng. Extracting structured information from Chinese Wikipedia and measuring relatedness between words [J]. Journal of Chinese Information Processing, 2012, 26(3):109-115.
[25] 贾真,杨宇飞,何大可,等.面向中文网络百科的属性和属性值抽取[J].北京大学学报:自然科学版,2014,50(1):41-47. JIA Zhen, YANG Yufei, HE Dake. et al. Attribute and attribute value extracted from Chinese online encyclopedia[J]. Acta Scientiarum Naturalium Universitatis Pekinensis, 2014, 50(1):41-47.
[26] 刘伟成,孙吉红. 多语言本体构建及其在跨语言信息检索中的应用[J]. 武汉科技大学学报:社会科学版,2008,10(4):73-76. LIU Weicheng, SUN Jihong. Construction of multilingual ontologies and its application in CLIR[J]. Journal of Wuhan University of Science and Technology: Social Science Edition, 2008, 10(4):73-76.
[27] 姚文琳,王存刚,任丽婕,等. 基于核心概念集的多语言Ontology [J]. 计算机应用研究,2006,23(4):28-31. YAO Wenlin, WANG Cungang, REN Lijie. et al. A multilingual Ontology based on core set of concepts[J]. Application Research of Computers, 2006, 23(4):28-31.
[28] 章成志,王惠临. 面向数字图书馆应用的多语言领域本体学习研究[J]. 图书情报工作,2011,55(2):11-15. ZHANG Chengzhi, WANG Huilin. Multilingual domain ontology learning for digital library[J]. Library and Information Service, 2011, 55(2):11-15.
[1] LI Yan-ping, QI Yan-jiao, ZHANG Kai, WEI Xu-guang. Multi-authority and revocable attribute-based encryption scheme [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2018, 53(7): 75-84.
[2] ZHANG Guang-zhi, CAI Shao-bin, MA Chun-hua, ZHANG Dong-qiu. Application of maximum distance separable codes in the error correction of the network coding [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2018, 53(1): 75-82.
[3] LI Yang, CHENG Xiong, TONG Yan, CHEN Wei, QIN Tao, ZHANG Jian, XU Ming-di. Method for threaten users mining based on traffic statistic characteristics [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2018, 53(1): 83-88.
[4] ZHAO Guang-yuan, QIN Feng-lin, GUO Xiao-dong. Design and implementation of P2P-based network measurement cloud platform [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(12): 104-110.
[5] HUANG Shu-qin, XU Yong, WANG Ping-shui. User similarity calculation method based on probabilistic matrix factorization and its recommendation application [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(11): 37-43.
[6] WANG Ya-qi, WANG Jing. Rumor spreading on dynamic complex networks with curious psychological mechanism [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(6): 99-104.
[7] CHEN Guang-rui, CHEN Xing-shu, WANG Yi-tong, GE Long. A software update mechanism for virtual machines in IaaS multi-tenant environment [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(3): 60-67.
[8] ZHUANG Zheng-mao, CHEN Xing-shu, SHAO Guo-lin, YE Xiao-ming. A time-relevant network traffic anomaly detection approach [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(3): 68-73.
[9] SONG Yuan-zhang, LI Hong-yu, CHEN Yuan, WANG Jun-jie. P2P botnet detection method based on fractal and adaptive data fusion [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(3): 74-81.
[10] ZHU Sheng, ZHOU Bin, ZHU Xiang. EIP: discovering influential bloggers by user similarity and topic timeliness [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2016, 51(9): 113-120.
[11] . An approach of detecting LDoS attacks based on the euclidean distance of available bandwidth in cloud computing [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2016, 51(9): 92-100.
[12] LI Yu-xi, WANG Kai-xuan, LIN Mu-qing, ZHOU Fu-cai. A P2P network privacy protection system based on anonymous broadcast encryption scheme [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2016, 51(9): 84-91.
[13] SU Bin-ting, XU Li, FANG He, WANG Feng. Fast authentication mechanism based on Diffie-Hellman for wireless mesh networks [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2016, 51(9): 101-105.
[14] LIN Li. News event extraction based on kernel dependency graph [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2016, 51(9): 121-126.
[15] LIU Chi, YAN Hong-fei. Deduplicating search results of cloud disk resources using meta-information [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2016, 51(7): 11-17.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!