دانلود مقاله ISI انگلیسی شماره 44486
عنوان فارسی مقاله

ارزیابی کیفیت داده در داده های حسابداری با قوانین انجمن

کد مقاله سال انتشار مقاله انگلیسی ترجمه فارسی تعداد کلمات
44486 2014 10 صفحه PDF سفارش دهید 7090 کلمه
خرید مقاله
پس از پرداخت، فوراً می توانید مقاله را دانلود فرمایید.
عنوان انگلیسی
Assessment of data quality in accounting data with association rules
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : Expert Systems with Applications, Volume 41, Issue 5, April 2014, Pages 2259–2268

کلمات کلیدی
کیفیت داده ها - داده کاوی - قوانین انجمن - قوانین کسب و کار - داده های حسابداری
پیش نمایش مقاله
پیش نمایش مقاله ارزیابی کیفیت داده در داده های حسابداری با قوانین انجمن

چکیده انگلیسی

Business rules are an effective way to control data quality. Business experts can directly enter the rules into appropriate software without error prone communication with programmers. However, not all business situations and possible data quality problems can be considered in advance. In situations where business rules have not been defined yet, patterns of data handling may arise in practice. We employ data mining to accounting transactions in order to discover such patterns. The discovered patterns are represented in form of association rules. Then, deviations from discovered patterns can be marked as potential data quality violations that need to be examined by humans. Data quality breaches can be expensive but manual examination of many transactions is also expensive. Therefore, the goal is to find a balance between marking too many and too few transactions as being potentially erroneous. We apply appropriate procedures to evaluate the classification accuracy of developed association rules and support the decision on the number of deviations to be manually examined based on economic principles.

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