دانلود مقاله ISI انگلیسی شماره 46054
عنوان فارسی مقاله

سیستم مدیریت راه حل دانش داده کاوی دانشجو مربوط به موسسات آموزش عالی

کد مقاله سال انتشار مقاله انگلیسی ترجمه فارسی تعداد کلمات
46054 2014 8 صفحه PDF سفارش دهید 6140 کلمه
خرید مقاله
پس از پرداخت، فوراً می توانید مقاله را دانلود فرمایید.
عنوان انگلیسی
Student data mining solution–knowledge management system related to higher education institutions
منبع

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

Journal : Expert Systems with Applications, Volume 41, Issue 14, 15 October 2014, Pages 6400–6407

کلمات کلیدی
داده کاوی - سیستم مدیریت دانش - میزان موفقیت دانش آموز - داده کاوی برای مجموعه داده های کوچک - موسسه آموزش عالی - داده کاوی آموزشی
پیش نمایش مقاله
پیش نمایش مقاله سیستم مدیریت راه حل دانش داده کاوی دانشجو  مربوط به موسسات آموزش عالی

چکیده انگلیسی

Higher education institutions (HEIs) are often curious whether students will be successful or not during their study. Before or during their courses the academic institutions try to estimate the percentage of successful students. But is it possible to predict the success rate of students enrolled in their courses? Are there any specific student characteristics, which can be associated with the student success rate? Is there any relevant student data available to HEIs on the basis of which they could predict the student success rate? The answers to the above research questions can generally be obtained using data mining tools. Unfortunately, data mining algorithms work best with large data sets, while student data, available to HEIs, related to courses are limited and falls into the category of small data sets. Thus, the study focuses on data mining for small student data sets and aims to answer the above research questions by comparing two different data mining tools. The conclusions of this study are very promising and will encourage HEIs to incorporate data mining tools as an important part of their higher education knowledge management systems.

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