题名

以知識本體技術塑模會計知識之研究

并列篇名

Using Ontological Technologies to Model Accounting Knowledge

DOI

10.6188/JEB.2017.19(1).03

作者

周濟群(Chi-Chun Chou);周國華(Kuo-Hua Chou);戚玉樑(Yu-Liang Chi)

关键词

會計 ; 知識本體 ; 知識工程 ; 分類架構 ; 正規語意 ; Accounting ; ontology ; knowledge engineering ; taxonomy ; formal semantics

期刊名称

電子商務學報

卷期/出版年月

19卷1期(2017 / 06 / 01)

页次

51 - 81

内容语文

繁體中文

中文摘要

本研究利用本體(Ontology)技術發展一個知識庫系統,用於解決會計領域的專業問題,系統開發參考TOVE 程序,將會計知識建置為階層架構及正規語意描述的領域本體,實務問題則以任務本體表達。本研究以IFRS 和ROC GAAP 對長期工程合約之規範為例,探討會計處理、交易認列判斷條件上之異同,並以測試交易案例來驗證知識推論。主要設計包括:(1) 釐清議題的知識內涵;(2) 將通用知識建置為領域本體;(3) 將會計實務發展為任務本體;(4) 利用推論機制推導隱含性知識。簡言之,本研究以本體為方法論、OWL 為知識表達語言、Protégé 為本體開發的工具。由實驗結果顯示:本研究已初步實現會計知識轉移至資訊系統,達成知識再利用的目標,研究成果將可提供未來建置智慧化會計系統的參考。

英文摘要

This study utilizes ontological techniques to develop a knowledge model and a knowledge base system for the domain of accounting profession. It uses TOVE (TOronto virtual enterprise) to develop an accounting domain taxonomy and formal semantics for the expression of the content knowledge. The "long-term construction contract" defined in IFRS and ROC GAAP is a case example for demonstrating the consistencies and differences in accounting processing and transaction recognition. The research design includes: (1) clarifying the knowledge content; (2) building a domain ontology based on general-purpose knowledge; (3) creating a task ontology based on a goal-oriented and problem-solving knowledge; and (4) using inference mechanisms to obtain implicit knowledge. In short, this study uses ontology as the methodology, OWL as the language of knowledge representation, and Protégé as the editing tool for developing ontology. The experiment results show that the knowledge classification and integration developed in this study have preliminarily achieved the objectives of human-machine knowledge transfer, domain knowledge sharing and reuse. The results of this study also can provide reference for building next generation accounting systems.

主题分类 人文學 > 人文學綜合
基礎與應用科學 > 資訊科學
基礎與應用科學 > 統計
社會科學 > 社會科學綜合
参考文献
  1. Marwaha, S. (2006). Ontologe based expert system. Retrieved on December 20, 2014 from http://www.search-document.com/pdf/6/5/expert-systems.html
  2. Adamson, I. L.,Dilts, D. M.(1995).Development of an accounting object model from accounting transactions.Journal of Information Systems,9(1),43-64.
  3. Allen, G. N.,March, S. T.(2012).A research note on representing part-whole relations in conceptual modeling.MIS Quarterly,36(3),945-964.
  4. Baader, F.,Calvanese, D.,McGuinness, D. L.,Nardi, D.,Patel-Schneider, P. F.(2003).The Description Logic Handbook: Theory, Implementation and Application.UK:Cambridge University Press.
  5. Bera, P.,Burton-Jones, A.,Wand, Y.(2011).Guidelines for designing visual ontologies to support knowledge identification.MIS Quarterly,35(4),883-908.
  6. Blums, I.,Weigand, H.(2016).Towards a reference ontology of complex economic exchanges for accounting information systems.Proceedings of 2016 IEEE 20th International Enterprise Distributed Object Computing Conference,Vienna, Austria:
  7. Brewka, G.(Ed.)(1996).Foundation of Knowledge Representation.Stanford, CA:CSLI Publications.
  8. Chandrasekaran, B.,Josephson, J. R.,Benjamins, V. R.(1999).What are ontologies and why do we need them.IEEE Intelligent Systems,14(1),20-26.
  9. Chen, P. P.(1976).The entity-relationship model, toward a unified view of data.ACM Transaction on Database System,1(1),9-36.
  10. Chi, Y. L.,Chen, H. C.(2009).Ontology and semantic rules in document dispatching.The Electronic Library,27(4),694-707.
  11. Chou, C. C.,Chi, Y. L.(2010).Developing ontology-based EPA for representing accounting principles in a reusable knowledge component.Expert Systems with Applications,37(3),2316-2323.
  12. Codd, E. F.(1970).A relational model of data for large shared databanks.Communications of the ACM,13(6),377-387.
  13. Davenport, T. H.,Prusak, L.(2000).Working knowledge: How organizations manage what they know.Brighton, MA:Harvard Business Press.
  14. Decker, S.,Melnik, S.,Harmelen, F. V.,Fensel, D.,Klein, M.,Broekstra, J.,Erdmann, M.,Horrocks, I.(2000).The semantic web: The Roles of XML and RDF.IEEE Internet Computing,4(5),63-74.
  15. Dieter, F.,Horrocks, I.,Harmelen, F. V.,McGuinness, D. L.,Patel-Schneider, P. F.(2001).OIL: Ontology infrastructure to enable the semantic web.IEEE Intelligent System,16(2),38-45.
  16. Dull, R. B.,Gelinas, U. J.,Wheeler, P. R.(2012).Accounting Information Systems: Foundation in Enterprise Risk Management.NY:Cengage Learning.
  17. Feigenbaum, E. A.(1977).The art of artificial intelligence: Themes and case studies of knowledge engineering.Proceedings of the Fifth International Joint Conference on Artificial Intelligence,Los Altos, CA:
  18. Francalanza, E.,Borg, J.,Constantinescu, C.(2016).A knowledge-based tool for designing cyber physical production systems.Computers in Industry,84,39-58.
  19. Gailly, F.,Laurier, W.,Poels, G.(2008).Positioning and formalizing the REA enterprise ontology.Journal of Information Systems,22(2),219-248.
  20. Geerts, G. L.,McCarthy, W. E.(2002).An ontological analysis of the economic primitives of the extended-REA enterprise information architecture.International Journal of Accounting Information Systems,3(1),1-16.
  21. Geerts, G. L.,McCarthy, W. E.(1999).An accounting object infrastructure for knowledge-based enterprise models.IEEE Intelligent Systems and Their Applications,14(4),89-94.
  22. Gennari, J. H.,Musen, M. A.,Fergerson, R. W.,Grosso, W. E.,Crubezy, M.,Eriksson, H.,Noy, N. F.,Tu, S. W.(2003).The evolution of Protégé: An environment for knowledge-based systems development.International Journal of Human Studies,58(1),89-123.
  23. Góméz-Pérez, A.,Fernándze-Lopéz, M.,Corcho, O.(2003).Ontological engineering.London:Springer-Verlag.
  24. Gruber, T. R.(1993).A translation approach to portable ontology specifications.Knowledge Acquisition,5(2),199-220.
  25. Grüninger, M.,Fox, M.(1995).Methodology for the design and evaluation of ontologies.Proceedings of the 14th international joint conference on Artificial intelligence, Workshop on Basic Ontological Issues in Knowledge Sharing (IJCAI'95),Quebec, Canada:
  26. Guarino, N.(1995).Formal ontology, conceptual analysis and knowledge representation.International Journal of Human-Computer Studies,43(5-6),625-640.
  27. Hall, J. A.(2011).Information Technology Auditing.Australia:South-Western Cengage Learning.
  28. Hevner, A. R.,March, S. T.,Park, J.,Ram, S.(2004).Design Science in Information Systems Research.MIS Quarterly,28(1),75-105.
  29. Horrocks, I.,Patel-Schneider, P. F.,Bechhofer, S.,Tsarkov, D.(2005).OWL rules: A proposal and prototype implementation.Journal of Web Semantics,3(1),23-40.
  30. Kasnesis, P.,Patrikakis, C. Z.,Κogias, D.,Toumanidis, L.,Venieris, I. S.(2016).Cognitive friendship and goal management for the social IoT.Computers & Electrical Engineering
  31. Kim, H. M.,Fox, M.,Grüninger, M.(1999).An ontology for quality management - enabling quality problem identification and tracing.BT Technology Journal,17(4),131-140.
  32. Kralingen, B.W.,Visser, P. R. S.,Bench-Capon, T. J. M.,Herik, H. J.(1999).A principled approach to developing legal knowledge systems.International Journal of Human-Computer Studies,51(6),1127-1154.
  33. López de Vergara, J. E.,Villagrá, V. A.,Berrocal, J.(2004).Applying the web ontology language to management information definitions.IEEE Communication magazine,42(7),68-74.
  34. March, S. T.,Smith, G. F.(1995).Design and natural science research on information technology.Decision Support Systems,15(4),251-266.
  35. McCarthy, W. E.(1982).The REA accounting model: A generalized framework for accounting systems in a shared data environment.The Accounting Review,57(3),554-578.
  36. McGuinness, D. L.,Fikes, R.,Hendler, J.,Stein, L. A.(2002).DAML+OIL: an ontology language for the Semantic Web.IEEE Intelligent Systems,17(5),72-80.
  37. Minch, R. P.(1989).Logic programming as a paradigm for financial modeling.MIS Quarterly,13(1),65-84.
  38. Noy, N. F.,McGuinness, D. L.(2001).Stanford Knowledge Systems Laboratory Technical ReportStanford Knowledge Systems Laboratory Technical Report,未出版
  39. Petnga, L.,Austin, M.(2016).An ontological framework for knowledge modeling and decision support in cyber-physical systems.Advanced Engineering Informatics,30(1),77-94.
  40. Reinecke, K.,Bernstein, A.(2013).Knowing what a user likes: A design science approach to interfaces that automatically adapt to culture.MIS Quarterly,37(2),427-453.
  41. Reuber, A. R.(1990).CO-STAR: A semantic representational schema for cost management.Journal of Information Systems,4(2),15-37.
  42. Sedbrook, T.,Newmark, R. I.(2008).Automating REA policy level specifications with semantic web technologies.Journal of Information Systems,22(2),249-277.
  43. Storey, V. C.,Dey, D.,Ullrich, H.,Sundaresan, S.(1998).An ontology-based expert system for database design.Data and Knowledge Engineering,28(1),31-46.
  44. Sugumaran, V.,Storey, V. C.(2002).Ontologies for conceptual modeling: Their creation, use, and management.Data and Knowledge Engineering,42(3),251-271.
  45. Tsang, E. W. K.,Williams, J. N.(2012).Generalization and induction: Misconceptions, clarifications, and a classification of induction.MIS Quarterly,36(3),729-748.
  46. Uschold, M.,Grüninger, M.(1996).Ontologies: Principles, methods and applications.Knowledge Sharing and Review,11(2),93-155.
  47. Verdaasdonk, P.(2003).An object-oriented model for ex ante accounting information.Journal of Information Systems,17(1),43-61.
  48. Walczak, S.(1998).Knowledge acquisition and knowledge representation with class: The object-oriented paradigm.Expert Systems with Applications,15(3),235-244.
  49. Wand, Y.,Weber, R. A.(1989).A model of control and audit procedure change in evolving data processing systems.The Accounting Review,64(1),87-107.
  50. Wand, Y.,Weber. R. A.(1990).An ontological model of an information system.IEEE Transactions on Software Engineering,16(11),1282-1292.
  51. Weber, R. A.(2002).Ontological issues in accounting information systems.Researching Accounting as an Information Systems Discipline,Sarasota, Florida:
  52. Winston, P. H.(Ed.)(1975).Psychology of Computer Visions.New York:McGraw-Hill.