빅데이터마이닝을 이용한 회계정보처리 모형
Accounting Information Processing Model Using Big Data Mining
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초록
확장성 보고서 언어인 XML기술을 회계보고 영역에 응용한 인터넷 표준인 XBRL에 기초한 회계정보처리 모형을 제안하고자 한다. 기업마다 문서의 특성이 상이하기에 의사결정자에게 유용한 정보를 제공하여야 한다는 회계의 목적에 비추어 그 중요성이 크다. 본 연구는 X-Hive 데이터베이스 내에 XBRL로 저장된 XML 계층구조를 기반으로 하는 데이터 마이닝 모형을 제안하고자 한다. 데이터마이닝 분석은 연관규칙으로 실험되었고 XBRL을 기반으로 DC-Apriori 데이터마이닝 방법을 Apriori알고리즘과 X쿼리를 결합하여 제안한다. 마지막으로 제안 모형의 타당성과 유효성에 대해서는 실험을 통해 검증하였다.
Abstract
This study suggests an accounting information processing model based on internet standard XBRL which applies an extensible business reporting language, the XML technology. Due to the differences in document characteristics among various companies, this is very important with regard to the purpose of accounting that the system should provide useful information to the decision maker. This study develops a data mining model based on XML hierarchy which is stored as XBRL in the X-Hive data base. The data ming analysis is experimented by the data mining association rule. And based on XBRL, the DC-Apriori data mining method is suggested combining Apriori algorithm and X-query together. Finally, the validity and effectiveness of the suggested model is investigated through experiments.
참고문헌 (15)
- M. Z. Reformat, "Soft computing techniques for querying XBRL data", Intelligent Systems in Accounting Finance &Management, 22(3), pp.179~199 (2015)
- B. L. Koveos, "Applying an ontology-argumenting XBRL Model to accounting information system for business integration", Asia-Pacific Journal of Accounting and Economics, 1(1), pp.1~23 (2016)
- D. Kaya, "The benefits of structured data across the information supply chain : Initial evidence on XBRL adoption and loan contracting of rpivate firm", Journal of Accounting and Public Policy, 35(4), pp.417~436 (2016)
- I. G. Main, "Predicting the ultimate beding capacity of concrete beams from the relaxation ratio analysis of AE signals", Construction & Building Materials, 19(10), pp.746~754 (2005)
- J. Richards, "No Depletion of Wolbachia from On Chocerca volvulus after a short Course of RiFampin and", or Azithromycin, 2007, pp.77(5), 878~882
- B. Ronald, "Financing accounting information and corporate governance", Lancet, 372(9633), pp.145~154 (2008)
- G. S. Plumlee, "Application of in vitro extraction studies to evaluate element bioaccessibility in soils from a transect across the United States and Canada", Applied Geochemistry, 24(8), pp.1454~1463 (2009)
- D. Chong, "The Impact of XBRLoninformation asymmetry : evidence from loan contracting", Journal of Management Analytics, 4(2), pp.145~158 (2017)
- 정윤수, "IoT 사용자의 빅데이터 정보를 안전하게 보호하기 위한 IoT 정보 보안 모델", 융합정보논문지, 9(11), pp.8~14 (2019), 중소기업융합학회[DOI]
- 김형태, "데이터마이닝 기반 육군 수리부속 수요예측", 한국데이터정보과학회지, 30(2), pp.429~444 (2019), 한국데이터정보과학회[DOI]
- Jeong‐Bon Kim, "Does XBRL Adoption Constrain Earnings Management? Early Evidence from Mandated U.S. Filers", Contemporary Accounting Research, 36(4), pp.2610~2634 (2019), Wiley[DOI]
- Y. Cong, "Are XBRL Files Being Accessed? Evidence from the SEC EDGAR Log File Dataset", Journal of Inforamtion Systems, 32(3), pp.181~207 (2018)[DOI]
- R. Chychyla, "Using XBRL t oconduct a large scale study of the discreoancies between the accounting numbers in Compustat and SEC XBRL 10 filing", Journal of Information Systems, 29(1), pp.37~72 (2015)[DOI]
- M. Drake, "The determinants and consequenced of information acquisition via EDGAR", Contemporary Accounting Research, 32(3), pp.1128~1161 (2015)[DOI]
- A. Perdana, "An integrative review and synthesis of XBRL research in academic journals", Journal of Information Systems, 29(1), pp.115~152 (2015)[DOI]