Ontology Reasoning for Financial Affairs with RBR and CBR
Shaohua Qiang1(),Yunlu Luo2,Yupeng Li1,Peng Wu3
1School of Economics and Management, Nanjing Tech University, Nanjing 211800, China 2School of Economic Information Engineering, Southwestern University of Finance and Economics, Chengdu 611130, China 3School of Economics and Management, Nanjing University of Science &Technology, Nanjing 210094, China;
[Objective] This paper tries to predict the impacts of financial events/news on stock price with financial, non-financial and public opinion factors. [Methods] We designed a financial affairs ontology based on the Rule-Based Reasoning (RBR) and Case-Based Reasoning (CBR). Then, we created a SWRL rule-based reasoning model, which pursued the rule-based reasoning using the Dloors engine. Thirdly, we designed a topic case database to describe the structure of the financial cases. Finally, we used the model to describe, retrieve, reuse, correct and preserve the data. [Results] We conducted an empirical study to examine the reliability of rule-based reasoning and case-based reasoning with enterprise data. [Limitations] We did not compare our model with the existing methods. [Conclusions] The proposed method could predict the stock price in big data environment.
Wang S, Zhe Z, Kang Y , et al. An Ontology for Causal Relationships Between News and Financial Instruments[J]. Expert Systems with Applications, 2008,35(3):569-580.
[2]
Cheng H, Lu Y C, Sheu C . An Ontology-Based Business Intelligence Application in a Financial Knowledge Management System[J]. Expert Systems with Applications, 2009,36(2):3614-3622.
[3]
Shue L Y, Chen C W, Shiue W . The Development of an Ontology-Based Expert System for Corporate Financial Rating[J]. Expert Systems with Applications, 2009,36(2):2130-2142.
[4]
Mellouli S, Bouslama F, Akande A . An Ontology for Representing Financial Headline News[J]. Web Semantics Science Services & Agents on the World Wide Web, 2010,8(2-3):203-208.
[5]
Lupiani-Ruiz E, García-Manotas I, Valencia-García R , et al. Financial News Semantic Search Engine[J]. Expert Systems with Applications, 2011,38(12):15565-15572.
[6]
Du J, Zhou L . Improving Financial Data Quality Using Ontologies[J]. Decision Support Systems, 2012,54(1):76-86.
[7]
Chowdhuri R, Yoon V Y, Redmond R T , et al. Ontology Based Integration of XBRL Filings for Financial Decision Making[J]. Decision Support Systems, 2014,68:64-76.
[8]
Ren R, Zhang L, Cui L , et al. Personalized Financial News Recommendation Algorithm Based on Ontology[J]. Procedia Computer Science, 2015,55:843-851.
[9]
Organ J, Stapleton L . The Control of Human Factors in Catastrophic Financial Systems Risk Using Ontologies[J]. International Federation of Automatic Control, 2017,50(1):6367-6372.
[10]
韩立炜 . 基于本体的金融事件跟踪[D]. 哈尔滨: 哈尔滨工业大学, 2009.
[10]
( Han Liwei . Ontology-Based Financial Events Tracking[D]. Harbin: Harbin Institute of Technology, 2009.)
[11]
刘立博 . 基于异构信息的金融事件发现[D]. 哈尔滨: 哈尔滨工业大学, 2010.
[11]
( Liu Libo . Heterogeneous Information Based Financial Event Detection[D]. Harbin: Harbin Institute of Technology, 2010.)
[12]
李国林 . 基于语义分析的Web金融文本信息情感计算[D]. 南昌: 江西财经大学, 2012.
[12]
( Li Guolin . Sentimental Computaiton of Web Financial Text Based on Sentimental Analysis[D]. Nanchang: Jiangxi University of Finance & Economics, 2012.)
[13]
汪奕丁 . 结合文本与时序数据的金融事件发现研究[D]. 哈尔滨: 哈尔滨工业大学, 2015.
[13]
( Wang Yiding . Research on Financial Events Detection by Incorporating Text and Time-Series Data[D]. Harbin: Harbin Institute of Technology, 2015.)
[14]
Kolodner J L . An Introduction to Case-Based Reasoning[J]. Artificial Intelligence Review, 1992,6(1):3-34.
( He Yanxin, Ni Liping, Cao Lin . Research on Case Based Reasoning System of Stock Theme Events Based on Ontology[J]. Computer Technology and Development, 2016,26(1):33-38.)
[17]
Chen S, Yi J, Jiang H , et al. Ontology and CBR Based Automated Decision-Making Method for the Disassembly of Mechanical Products[J]. Advanced Engineering Informatics, 2016,30(3):564-584.
[18]
Gerber A, Morar N, Meyer T , et al. Ontology-Based Support for Taxonomic Functions[J]. Ecological Informatics, 2017,41:11-23.
[19]
Abadi A, Ben-Azza H, Sekkat S . Improving Integrated Product Design Using SWRL Rules Expression and Ontology-Based Reasoning[J]. Procedia Computer Science, 2018,127:416-425.
[20]
Camarillo A, Ríos J, Althoff K-D . Knowledge-Based Multi-Agent System for Manufacturing Problem Solving Process in Production Plants[J]. Journal of Manufacturing Systems, 2018,47:115-127.
[21]
Roldán-García M D M, Uskudarli S, Marvasti N B , et al. Towards an Ontology-Driven Clinical Experience Sharing Ecosystem: Demonstration with Liver Cases[J]. Expert Systems with Applications, 2018,101:176-195.
( Chen Mingliang, Li Huaizu . Study on the Non-Accurate Inference in Expert System Based on Rule[J]. Computer Engineering and Applications, 2000,36(5):50-53.)
[23]
Roldán-García M D M, García-Nieto J, Aldana-Montes J F . Enhancing Semantic Consistency in Anti-Fraud Rule-Based Expert Systems[J]. Expert Systems with Applications, 2017,90:332-343.
[24]
Tang X, Xiao M, Hu B , et al. Exchanging Knowledge for Test-Based Diagnosis Using OWL Ontologies and SWRL Rules[J]. Procedia Computer Science, 2018,131:847-854.
[25]
EI Ghosh M, Naja H, Abdulrab H , et al. Towards a Legal Rule-Based System Grounded on the Integration of Criminal Domain Ontology and Rules[J]. Procedia Computer Science, 2017,112:632-642.
[26]
Zhong B, Gan C, Luo H , et al. Ontology-Based Framework for Building Environmental Monitoring and Compliance Checking Under BIM Environment[J]. Building & Environment, 2018,141:127-142.
[27]
Pal K . Ontology-Based Web Service Architecture for Retail Supply Chain Management[J]. Procedia Computer Science, 2018,130:985-990.
[28]
Goh Y M, Guo B H W . FPSWizard: A Web-Based CBR-RBR System for Supporting the Design of Active Fall Protection Systems[J]. Automation in Construction, 2018,85:40-50.
[29]
崔亮 . 投资者情绪的统计测评及其应用研究[D]. 成都: 西南财经大学, 2013.
[29]
( Cui Liang . A Study on Statistical Evaluation of Investor Sentiment and Its Application[D]. Chengdu: Southwest University of Finance and Economics, 2013.)
[30]
张欣 . 投资者情绪与上市公司投资行为研究[D]. 乌鲁木齐: 新疆财经大学, 2013.
[30]
( Zhang Xin . The Research on Investor Sentiment and Investment Behavior of Listed Companies[D]. Urumqi: Xinjiang University of Finance and Economics, 2013.)
[31]
沈云霞 . 基于股吧舆情的投资者情绪与股票收益研究[D]. 天津: 天津工业大学, 2016.
[31]
( Shen Yunxia . Research on the Investor Sentiment and Stock Returns Based on the Opinion of the Stock Forum[D]. Tianjin: Tianjin Polytechinic University, 2016.)
[32]
Qin Y, Lu W, Qi Q , et al. Towards an Ontology-Supported Case-Based Reasoning Approach for Computer-Aided Tolerance Specification[J]. Knowledge-Based Systems, 2018,141:129-147.
[33]
焦海霞 . 基于本体的地铁施工安全风险知识库构建与应用[D]. 南京: 东南大学, 2015.
[33]
( Jiao Haixia . Modeling and Application of Ontology Based Konwledge Base Forrisks of Subway Construction[D]. Nanjing: Southeast University, 2015.)
