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Constructing Knowledge Graph for Financial Equities |
Lv Huakui1,3,Hong Liang2,3,Ma Feicheng1,3() |
1Center for Studies of Information Resources, Wuhan University, Wuhan 430072, China 2School of Information Management, Wuhan University, Wuhan 430072, China 3Big Data Institute, Wuhan University, Wuhan 430072, China |
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Abstract [Objective] This paper constructs a financial knowledge graph from the perspective of equity, which provides new directions for financial research. [Context] The existing financial research mainly analyses the data of creditor’s rights. Our study helps regulators and researchers through visualization of financial equity data.[Methods] With the help of knowledge connection, we constructed a knowledge graph for Chinese financial equities based on their ownership and the proportion of shareholdings. Then, we visualized the relationship among the financial institutions.[Results] Our knowledge graph had more than 45.86 million nodes and 145.74 million relationships. Users could query entities and their relationships for up to three layers.[Conclusions] The proposed method analyzes the financial network from the perspective of equity, which breaks through the limitations of existing research focusing on creditor’s rights.
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Received: 09 August 2019
Published: 15 June 2020
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Corresponding Authors:
Ma Feicheng
E-mail: fchma@whu.edu.cn
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[1] |
Silva W, Kimura H, Sobreiro V A. An Analysis of the Literature on Systemic Financial Risk: A Survey[J]. Journal of Financial Stability, 2017,28:91-114.
|
[2] |
李晓娜. 公司交叉持股法律风险问题研究[D]. 贵阳:贵州大学, 2016.
|
[2] |
( Li Xiaona. Corporate Cross-shareholdings Legal Risk Problem Research[D]. Guiyang: Guizhou University, 2016.)
|
[3] |
徐增林, 盛泳潘, 贺丽荣, 等. 知识图谱技术综述[J]. 电子科技大学学报, 2016,45(4):589-606.
|
[3] |
( Xu Zenglin, Sheng Yongpan, He Lirong, et al. Review on Knowledge Graph Techniques[J]. Journal of University of Electronic Science and Technology of China, 2016,45(4):589-606.)
|
[4] |
Barry T A, Lepetit L, Tarazi A. Ownership Structure and Risk in Publicly Held and Privately Owned Banks[J]. Journal of Banking & Finance, 2011,35(5):1327-1340.
|
[5] |
梁洪波, 刘远亮. 商业银行股权结构与信用风险——基于中国上市银行的实证分析[J]. 首都经济贸易大学学报, 2012,14(6):45-50.
|
[5] |
( Liang Hongbo, Liu Yuanliang. Ownership Structure and Credit Risk of Commercial Banks: An Empirical Analysis Based on Listed Banks in China[J]. Journal of Capital University of Economics and Business, 2012,14(6):45-50.)
|
[6] |
Kanno M. Network Structures and Credit Risk in Cross-shareholdings Among Listed Japanese Companies[J]. Japan and the World Economy, 2019,49(C):17-31.
|
[7] |
王贞秀. 我国上市商业银行股权结构对绩效影响的研究[D]. 北京:首都经济贸易大学, 2018.
|
[7] |
( Wang Zhenxiu. Research on the Influence of the Ownership Structure of Listed Commercial Banks in China on Performance[D]. Beijing: Capital University of Economics and Business, 2018.)
|
[8] |
赵高敏, 马慧子, 郭雨婷. 基于知识图谱的我国互联网金融研究可视化分析[J].商业经济研究, 2019(2):154-156.
|
[8] |
( Zhao Gaomin, Ma Huizi, Guo Yuting. Visualization Analysis of Internet Finance Research in China Based on Knowledge Map[J]. Journal of Commercial Economics, 2019(2):154-156.)
|
[9] |
罗暘洋, 李存金, 方俊. 互联网金融领域的研究前沿演进路径——基于知识图谱的量化研究[J].中国科技论坛, 2018(9):80-88.
|
[9] |
( Luo Yangyang, Li Cunjin, Fang Jun. The Research Evolution Path in Internet Finance——Quantitative Research Based on Knowledge Map[J]. Forum on Science and Technology in China, 2018(9):80-88.)
|
[10] |
Loster M, Naumann F, Ehmueller J , et al. CurEx: A System for Extracting, Curating, and Exploring Domain-Specific Knowledge Graphs from Text [C]// Proceedings of the 27th ACM International Conference on Information and Knowledge Management. ACM, 2018: 1883-1886.
|
[11] |
段志生. 图论与复杂网络[J]. 力学进展, 2008,38(6):702-712.
|
[11] |
( Duan Zhisheng. Graph Theory and Complex Networks[J]. Advances in Mechanics, 2008,38(6):702-712.)
|
[12] |
Allen F, Gale D. Financial Contagion[J]. Journal of Political Economy, 2000,108(1):1-33.
doi: 10.1086/262109
|
[13] |
Kanno M. Assessing Systemic Risk Using Interbank Exposures in the Global Banking System[J]. Journal of Financial Stability, 2015,20:105-130.
|
[14] |
Paltalidis N, Gounopoulos D, Kizys R, et al. Transmission Channels of Systemic Risk and Contagion in the European Financial Network[J]. Journal of Banking & Finance, 2015,61(S1):S36-S52.
|
[15] |
中国人民银行.金融机构编码规范[EB/OL]. ( 2010- 05- 25). http://www.pbc.gov.cn/diaochatongjisi/116219/116229/2879376/index.html.)
|
[15] |
( The People’s Bank of China. Coding Specification for Financial Institutions[EB/OL]. ( 2010- 05- 25). http://www.pbc.gov.cn/diaochatongjisi/116219/116229/2879376/index.html.)
|
[16] |
刘峤, 李杨, 段宏, 等. 知识图谱构建技术综述[J]. 计算机研究与发展, 2016,53(3):582-600.
|
[16] |
( Liu Qiao, Li Yang, Duan Hong, et al. Knowledge Graph Construction Techniques[J]. Journal of Computer Research and Development, 2016,53(3):582-600.)
|
[17] |
Deshpande O, Lamba D S, Tourn M , et al. Building, Maintaining, and Using Knowledge Bases: A Report from the Trenches [C]// Proceedings of the 32nd ACM SIGMOD International Conference on Management of Data. New York: ACM, 2013: 1209-1220.
|
[18] |
Ruan T, Xue L, Wang H , et al. Building and Exploring an Enterprise Knowledge Graph for Investment Analysis [C]// Proceedings of the 2016 International Semantic Web Conference. Springer, Cham, 2016.
|
[19] |
马义松, 武志刚. 基于Neo4j的电力大数据建模及分析[J]. 电工电能新技术, 2016,35(2):24-30.
|
[19] |
( Ma Yisong, Wu Zhigang. Modeling and Analysis of Big Data for Power Grid Based on Neo4j[J]. Advanced Technology of Electrical Engineering and Energy, 2016,35(2):24-30.)
|
[20] |
唐旭丽, 马费成, 傅维刚, 等. 知识关联视角下的金融知识表示及风险识别[J]. 情报学报, 2019,38(3):286-298.
|
[20] |
( Tang Xuli, Ma Feicheng, Fu Weigang, et al. Research on Financial Knowledge Representation and Risk Identification from Knowledge Connection Perspective[J]. Journal of the China Society for Scientific and Technical Information, 2019,38(3):286-298.)
|
[21] |
La Porta R, Lopez-de-Silanes F, Shleifer A. Corporate Ownership around the World[J]. The Journal of Finance, 1999,54(2):471-517.
|
[22] |
张大勇. 金字塔股权结构对国资控股上市公司业绩影响的实证研究——基于政府控制级别差异的视角[J]. 西南民族大学学报:人文社科版, 2018,39(10):122-128.
|
[22] |
( Zhang Dayong. An Empirical Study on the Impact of Pyramid Ownership Structure on the Performance of State-owned Holding Listed Companies: From the Perspective of Differences in Government Control Levels[J]. Journal of Southwest Minzu University: Humanities and Social Science, 2018,39(10):122-128.)
|
[23] |
Su K, Wan R, Li B. Ultimate Ownership, Institutionality, and Capital Structure: Empirical Analyses of Chinese Data[J]. Chinese Management Studies, 2013,7(4):557-571.
|
[24] |
中华人民共和国司法部. 中华人民共和国公司法[EB/OL].[ 2019- 01- 16]. http://www.moj.gov.cn/Department/content/2019-01/16/592_226957.html.)
|
[24] |
( Ministry of Justice of the People’s Republic of China. Company Law of the People’s Republic of China[EB/OL].[ 2019- 01- 16]. http://www.moj.gov.cn/Department/content/2019-01/16/592_226957.html.)
|
[25] |
曹廷求, 郑录军, 于建霞. 政府股东, 银行治理与中小商业银行风险控制——以山东, 河南两省为例的实证分析[J]. 金融研究, 2006(6):102-111.
|
[25] |
( Cao Tingqiu, Zheng Lujun, Yu Jianxia, Government Shareholders, Bank Governance and Risk Control of Small and Medium-sized Commercial Banks: An Empirical Analysis of Shandong and Henan Provinces[J]. Journal of Financial Research, 2006(6):102-111.)
|
[26] |
Laeven L, Ratnovski L, Tong H, Bank Size, Capital, and Systemic Risk: Some International Evidence[J]. Journal of Banking & Finance, 2016,69(S1):S25-S34.
|
[27] |
Shleifer A, Vishny R W. Unstable Banking[J]. Journal of Financial Economics, 2010,97(3):306-318.
|
[28] |
申唯正, 孙洪钧. 习近平总书记关于金融重要论述的哲学探析[J].毛泽东邓小平理论研究, 2019(4):25-32.
|
[28] |
( Shen Weizheng, Sun Hongjun. A Philosophical Analysis of Xi Jin-ping’s Socialist Financial Thought with Chinese Characteristics for a New Era[J]. Studies on Mao Zedong and Deng Xiaoping Theories, 2019(4):25-32.)
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