:::

詳目顯示

回上一頁
題名:資料探勘技術在繼續經營疑慮意見診斷模型之應用
書刊名:會計評論
作者:盧鈺欣 引用關係林昱成林育伶
作者(外文):Lu, Yu-hsinLin, Yu-chengLin, Yu-ling
出版日期:2016
卷期:63
頁次:頁77-108
主題關鍵詞:繼續經營疑慮意見資料探勘技術特徵選擇分類技術Going concern opinionData mining technologiesFeature selectionClassifier technique
原始連結:連回原系統網址new window
相關次數:
  • 被引用次數被引用次數:期刊(2) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:2
  • 共同引用共同引用:97
  • 點閱點閱:99
會計師決定是否出具繼續經營疑慮意見時,涉及專業判斷且考量因素眾多與複雜。因此,評估公司繼續經營假設是否有重大疑慮的分析性資訊對會計師而言非常重要。本文之目的係以資料探勘技術建構繼續經營疑慮意見診斷模型,並提供會計師有用之決策資訊,藉以輔助其評估對受查客戶出具繼續經營疑慮意見書之依據。首先,本文利用特徵選擇工具自眾多影響會計師出具繼續經營疑慮意見的相關變數中,篩選出6 個重要影響因素。再輔以分類技術-決策樹建構繼續經營疑慮意見診斷模型,並產出決策表供會計師參酌。實證結果顯示,本文決策表所提供之10 條分類規則,能有效區別繼續經營疑慮意見書類型,其預測準確率高達91.35%,有助於會計師評估繼續經營疑慮意見時之參考依據,降低審計風險。
The auditors' going concern opinion usually involves complex professional judgment and considerations. Therefore, information that may raise auditors' substantial doubts as to whether a going-concern opinion should be issued is important during the audit process. This study adopts the data mining technology to build up a going concern diagnostic model from which the auditors can obtain useful information to assess clients’ ability of remaining as a going concern. Specifically, the auditors’ going concern opinion is determined by considering six critical factors extracted from a feature selection tool and a decision table created by a diagnostic model built from a decision tree. The empirical results indicate that the 10 classification rules generated by the decision table can effectively distinguish different types of going concern audit reports with a prediction accuracy of 91.35%. Overall, this decision table facilitates the auditors in assessing clients' likelihood of continuing as a going concerns and, therefore, reducing audit risk.
期刊論文
1.林昱成、林金賢、陳雪如、莊家豪(20070100)。類神經模糊專家系統在訴訟預警模型之應用:以公司治理觀點。會計評論,44,95-126。new window  延伸查詢new window
2.Altman, E. I.(1982)。Accounting Implications of Failure Prediction Models。Journal of Accounting, Auditing and Finance,6(1),4-19。  new window
3.Behn, B. K.、Kaplan, S. E.、Krumwiede, K. R.(2001)。Further Evidence on the Auditor's Going-concern Report: The Influence of Management Plans。Auditing: A Journal of Practice & Theory,20(1),13-28。  new window
4.Koh, H. C.、Killough, L. N.(199003)。The use of multiple discriminant analysis in the assessment of the going-concern status of an audit client。Journal of Business Finance and Accounting,17(2),179-192。  new window
5.劉嘉雯、王泰昌(20050800)。繼續經營有重大疑慮審計意見:第33號審計準則公報之影響。管理學報,22(4),525-548。new window  延伸查詢new window
6.Geiger, M. A.、Rama, D. V.(2003)。Audit fees, nonaudit fees, and auditor reporting on stressed companies。Auditing: A Journal of Practice & Theory,22(2),53-69。  new window
7.吳宗璠、黃娟娟(20091200)。公司治理機制是否影響會計師查核意見?。企業管理學報,83,65-98。new window  延伸查詢new window
8.Schwartz, K. B.、Soo, Billy S.(1996)。The Association Between Auditor Changes and Reporting Lags。Contemporary Accounting Research,13(1),353-370。  new window
9.Bose, I.、Mahapatra, R. K.(200112)。Business Data Mining - a machine learning perspective。Information and Management,39,211-225。  new window
10.Feltham, Gerald A.、Hughes, John S.、Simunic, Dan A.(1991)。Empirical Assessment of the Impact of Auditor Quality on the Valuation of New Issues。Journal of Accounting and Economics,14(4),375-399。  new window
11.吳清在、邱正仁、鄭莉(20110600)。財務危機公司內部治理對會計師簽發繼續經營疑慮意見的影響:臺灣上市公司之實證研究。臺大管理論叢,21(2),187-217。new window  延伸查詢new window
12.Tsai, C.-F.、Lin, Y.-C.、Yen, D. C.、Chen, Y. M.(2011)。Predicting stock returns by classifier ensembles。Applied Soft Computing,11(2),2452-2459。  new window
13.Chaveesuk, R.、Srivaree-Ratana, C.、Smith, A. E.(1999)。Alternative neural network approaches to corporate bond rating。Journal of Engineering Valuation and Cost Analysis,2(2),117-131。  new window
14.林金賢、陳育成、劉沂佩、鄭育書(20040600)。具學習性之模糊專家系統在財務危機預測上之應用。管理學報,21(3),291-309。new window  延伸查詢new window
15.Clarkson, P. M.、Simunic, D. A.(1994)。The association between audit quality, retained ownership, and firm-specific risk in U. S. vs. Canadian IPO markets。Journal of Accounting and Economics,17(1/2),207-228。  new window
16.Reynolds, J. K.、Francis, J. R.(200012)。Does Size Matter? The Influence of Large Clients in Office-Level Auditor Reporting Decisions。Journal of Accounting and Economics,30,375-400。  new window
17.Chen, K. C. W.、Church, B. K.(1992)。Default on debt obligations and the issuance of going-concern opinions。Auditing: A Journal of Practice and Theory,11(2),30-49。  new window
18.Geiger, Marshall A.、Raghunandan, K.(2002)。Auditor tenure and audit reporting failures。Auditing: A Journal of Practice & Theory,21(1),67-78。  new window
19.Schwartz, K. B.、Menon, K.(1985)。Auditor Switches by Failing Firms。The Accounting Review,60(2),248-261。  new window
20.劉嘉雯、王泰昌(20081000)。會計師任期與審計品質之關連性研究。管理評論,27(4),1-28。new window  延伸查詢new window
21.官月缎、梁盛泰(20110200)。會計師更換與繼續經營疑慮審計意見。中華管理評論,14(1),(5)0-(5)23。  延伸查詢new window
22.高惠松(20121100)。融合公司治理的信用評等模型:Cubist迴歸樹模型之應用。當代會計,13(2),117-159。new window  延伸查詢new window
23.高惠松(20130100)。以Cubist迴歸樹建構公司情境特質之股權評價模型。會計評論,56,107-145。new window  延伸查詢new window
24.高惠松、李建然、陳樹衡(20120700)。不同公司治理情境之股權評價:類神經模糊專家系統之應用。管理與系統,19(3),373-408。new window  延伸查詢new window
25.許永聲、王志成、劉政淮(20111200)。上市櫃公司首次出現繼續經營疑慮後之動態分析。證券市場發展,23(4)=92,27-62。new window  延伸查詢new window
26.齊德彰、呂學典(20070900)。董監事獨立性與會計師事務所類型--對會計師出具繼續經營疑慮查核意見之影響。金融風險管理季刊,3(3),61-79。  延伸查詢new window
27.Altman, E. I.、McGough, T.(197412)。Evaluation of a company as a going concern。Journal of Accountancy,6,50-57。  new window
28.Burez, J.、Van den Poel, D.(200702)。CRM at a pay-TV company: Using analytical models to reduce customer attrition by targeted marketing for subscription services。Expert Systems with Applications,32,277-288。  new window
29.Eldridge, S.、Kwak, W.、Venkatesh, R.、Shi, Y.、Kou, G.(2012)。Predicting auditor changes with financial distress variables: Discriminant analysis and problems with data mining approaches。Journal of Applied Business Research,28(6),1357-1372。  new window
30.Feng, M. E. I.、Li, C.(2014)。Are auditors professionally skeptical? Evidence from auditors' going-concern opinions and management earnings forecasts。Journal of Accounting Research,52(5),1061-1085。  new window
31.Krishnan, J.(199710)。Litigation risk and auditor resignations。The Accounting Review,72,539-560。  new window
32.Kuzey, Cemil、Uyar, Ali、Delen, Dursun(2014)。The impact of multinationality on firm value: A comparative analysis of machine learning techniques。Decision Support Systems,59,127-142。  new window
33.Kwak, W.、Eldridge, S.、Shi, Y.、Kou, G.(2011)。Predicting auditor changes using financial distress variables and the multiple criteria linear programming (MCLP) and other data mining approaches。Journal of Applied Business Research,27(5),73-84。  new window
34.Kwak, W.、Shi, Y.、Kou, G.(2012)。Bankruptcy prediction for Korean firms after the 1997 financial crisis: Using a multiple criteria linear programming data mining approach。Review of Quantitative Finance and Accounting,38,441-453。  new window
35.Levitan, A. S.、Knoblett, J. A.(1985)。Indicators of exceptions to the going concern assumption。AUDITING: A Journal of Practice & Theory,5(2),26-39。  new window
36.Lu, Y.-H.、Tsai, C.-F.、Yen, D. C.(2010)。Discovering important factors of intangible firm value by association rules。The International Journal of Digital Accounting Research,10,55-85。  new window
37.Martens, D.、Bruynseels, L.、Baesens, B.、Willekens, M.、Vanthienen, J.(200811)。Predicting going concern opinion with data mining。Decision Support Systems,45,765-777。  new window
38.Masyitoh, O. C.、Adhariani, D.(2010)。The analysis of determinants of going concern audit report。Journal of Modern Accounting and Auditing,6(4),26-37。  new window
39.Myers, L. A.、Schmidt, J.、Wilkins, M.(201407)。An investigation of recent changes in going concern reporting decisions among Big N and non-Big N auditors。Review of Quantitative Finance and Accounting,43,155-172。  new window
40.Olafsson, S.、Li, X.、Wu, S.(200806)。Operations research and data mining。European Journal of Operational Research,187,1429-1448。  new window
41.Questier, F.、Put, R.、Coomans, D.、Walczak, B.、Heyden, Y. V.(200503)。The use of CART and multivariate regression trees for supervised and unsupervised feature selection。Chemometrics and Intelligent Laboratory Systems,76,45-54。  new window
42.Ryu, Tae G.、Roh, Chul-young(20070800)。The Auditor's Going-Concern Opinion Decision。International Journal of Business and Economics,6(2),89-101。new window  new window
43.Sokolova, M.、Lapalme, G.(200907)。A systematic analysis of performance measures for classification tasks。Information Processing & Management,45,427-437。  new window
44.Sugumaran, V.、Muralidharan, V.、Ramachandran, K. I.(200702)。Feature selection using decision tree and classification through proximal support vector machine for fault diagnostics of roller bearing。Mechanical Systems and Signal Processing,21,930-942。  new window
45.Sundgren, S.、Svanström, T.(2014)。Auditor-in-charge characteristics and going-concern reporting。Contemporary Accounting Research,31(2),531-550。  new window
46.Tsai, C.-F.、Chen, M.-L.(2010)。Credit rating by hybrid machine learning techniques。Applied Soft Computing,10,374-380。  new window
47.Tsai, C.-F.、Lu, Y.-H.、Yen, D. C.(201207)。Determinants of intangible assets value: The data mining approach。Knowledge-Based Systems,31,67-77。  new window
48.李建然、陳政芳、李啟華(20031200)。董監事持股集中度與會計師獨立性--對會計師出具繼續經營疑慮查核意見之影響。當代會計,4(2),191-209。new window  延伸查詢new window
49.張瑞當、沈文華、方俊儒(20090600)。博達案對會計師簽發繼續經營有重大疑慮查核意見之影響:調節效果之探討。臺大管理論叢,19(2),75-108。new window  延伸查詢new window
50.廖秀梅、洪筱雯(20101100)。非審計服務、會計師任期與審計品質。當代會計,11(2),151-178。new window  延伸查詢new window
51.Bell, T. B.、Tabor, R. H.(1991)。Empirical analysis of audit uncertainty qualification。Journal of Accounting Research,29(2),350-370。  new window
52.Carcello, Joseph V.、Neal, Terry L.(2000)。Audit committee composition and auditor reporting。The Accounting Review,75(4),453-467。  new window
53.Palmrose, Z. V.、Carcello, J. V.(1994)。Auditor Litigation and Modified Reporting on Bankrupt Clients。Journal of Accounting Research,32(3),1-30。  new window
54.Chow, C. W.、Rice, S. J.(1982)。Qualified audit opinions and auditor switching。The Accounting Review,57(2),326-335。  new window
55.DeFond, M. L.、Raghunandan, K.、Subramanyam, K. R.(2002)。Do Non-Audit Service Fees Impair Auditor Independence? Evidence from Going Concern Audit Opinions。Journal of Accounting Research,40(4),1247-1274。  new window
56.Kirkos, E.、Spathis, C.、Manolopoulos, Y.(200705)。Data mining techniques for the detection of fraudulent financial statements。Expert Systems with Applications,32(4),995-1003。  new window
57.Knapp, M. C.(198504)。Audit conflict: An empirical study of the perceived ability of auditors to resist management pressure。The Accounting Review,60(2),202-211。  new window
58.Lennox, C.(200006)。Do companies successfully engage in opinion-shopping? Evidence from the UK。Journal of Accounting and Economics,29(3),321-337。  new window
59.Smith, D. B.(1986)。Auditor "subject to" opinions, disclaimers, and auditor changes。Auditing: A Journal of Practice and Theory,6(1),95-108。  new window
60.Smith, K. A.、Gupta, J. N. D.(200009)。Neural Networks in Business: Techniques and Applications for the Operations Research。Computers and Operations Research,27,1023-1044。  new window
61.Frawley, William J.、Piatetsky-Shapiro, Gregory、Matheus, Christopher J.(1992)。Knowledge Discovery in Databases: An Overview。AI Magazine,13(3),57-70。  new window
62.蔡璧徽、王志成(20091200)。臺灣企業公司治理與公司下市櫃之關聯性分析。商略學報,1(1),41-56。new window  延伸查詢new window
63.Tam, Kar Yan、Kiang, Melody Y.(1992)。Managerial Applications of Neural Networks: The Case of Bank Failure Predictions。Management Science,38(7),926-947。  new window
64.Min, J. H.、Lee, Y. C.(2005)。Bankruptcy prediction using support vector machine with optimal choice of kernel function parameters。Expert Systems with Applications,28(4),603-614。  new window
65.Beaver, W. H.(1966)。Financial Ratios as Predictors of Failure。Journal of Accounting Research,4(3),71-111。  new window
66.Coats, Pamela K.、Fant, L. Franklin(1993)。Recognizing Financial Distress Patterns Using a Neural Network Tool。Financial Management,22(3),142-155。  new window
67.Palmrose, Zoe-Vonna(1988)。An Analysis of Auditor Litigation and Audit Service Quality。The Accounting Review,63(1),55-73。  new window
68.Lee, Tsun-Siou、Yeh, Yin-Hua(2004)。Corporate Governance and Financial Distress: Evidence from Taiwan。Corporate Governance: An International Review,12(3),378-388。  new window
69.Li, Chan(2009)。Does Client Importance Affect Auditor Independence at the Office Level? Empirical Evidence from Going-Concern Opinions。Contemporary Accounting Research,26(1),201-230。  new window
70.Quinlan, J. R.(1986)。Induction of Decision Trees。Machine Learning,1(1),81-106。  new window
71.Carey, Peter、Simnett, Roger(2006)。Audit partner tenure and audit quality。The Accounting Review,81(3),653-676。  new window
72.Ohlson, James A.(1980)。Financial Ratios and the Probabilistic Prediction of Bankruptcy。Journal of Accounting Research,18(1),109-131。  new window
73.Altman, Edward I.(1968)。Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy。The Journal of Finance,23(4),589-609。  new window
74.Knechel, W. R.、Vanstraelen, A.(2007)。The Relationship between Auditor Tenure and Audit Quality Implied by Going Concern opinions。Auditing: A Journal of Practice and Theory,26(1),113-131。  new window
75.Chen, Anlin、Kao, Lanfeng、Tsao, Meilan、Wu, Chinshun(2007)。Building a Corporate Governance Index from the Perspectives of Ownership and Leadership for Firms in Taiwan。Corporate Governance: An International Review,15(2),251-261。  new window
76.葉銀華、柯承恩、蘇裕惠(20030900)。Ultimate Control and Expropriation of Minority Shareholders: New Evidence from Taiwan。經濟論文,31(3),263-299。new window  延伸查詢new window
77.Lys, T.、Watts, R.(1994)。Lawsuits against auditors。Journal of Accounting Research,32,65-93。  new window
78.Zmijewski, Mark E.(1984)。Methodological Issues Related to the Estimation of Financial Distress Prediction Models。Journal of Accounting Research,22(Supplement),59-82。  new window
79.Varetto, F.(199810)。Genetic algorithms applications in the analysis of insolvency risk。Journal of Banking & Finance,22(10/11),1421-1439。  new window
80.Geiger, M. A.、Raghunandan, K.、Rama, D. V.(200505)。Recent changes in the association between bankruptcies and prior audit opinions。Auditing: A Journal of Practice and Theory,24(1),21-35。  new window
81.Koh, H.(1991)。Model predictions and auditor assessments of going concern status。Accounting and Business Research,21(84),331-338。  new window
會議論文
1.Merkevicius, E.、Garšva, G.、Girdzijauskas, S.(2006)。A hybrid SOM-altman model for bankruptcy prediction。Computational Science-ICCS 2006。Berlin Heidelberg:Springer。364-371。  new window
2.Odom, M. D.、Sharda, R.(1990)。A neural network model for bankruptcy prediction。1990 IJCNN International Joint Conference。San Diego, CA。  new window
圖書
1.Cristianini, N.、Shawe-Taylor, J.(2000)。An introduction to support vector machines。Cambridge University Press。  new window
2.Simunic, D. A.、Stein, M. T.(1987)。Product Differentiation in Auditing: Auditor Choice in the Market for Unseasoned New Issues。Canadian Certified General Accountants' Research Foundation。  new window
 
 
 
 
第一頁 上一頁 下一頁 最後一頁 top
:::
無相關書籍
 
無相關著作
 
QR Code
QRCODE