دانلود مقاله ISI انگلیسی شماره 46055
ترجمه فارسی عنوان مقاله

مدل داده کاوی برای مشاغل دانشجویی

عنوان انگلیسی
Data mining models for student careers
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
46055 2015 14 صفحه PDF
منبع

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

Journal : Expert Systems with Applications, Volume 42, Issue 13, 1 August 2015, Pages 5508–5521

ترجمه کلمات کلیدی
داده کاوی - داده کاوی آموزشی - فرصتهای شغلی دانش آموز - خوشه بندی - تجزیه و تحلیل الگوی مکرر
کلمات کلیدی انگلیسی
Data mining; Educational data mining; Student careers; Clustering; Frequent pattern analysis
پیش نمایش مقاله
پیش نمایش مقاله  مدل داده کاوی برای مشاغل دانشجویی

چکیده انگلیسی

This paper presents a data mining methodology to analyze the careers of University graduated students. We present different approaches based on clustering and sequential patterns techniques in order to identify strategies for improving the performance of students and the scheduling of exams. We introduce an ideal career as the career of an ideal student which has taken each examination just after the end of the corresponding course, without delays. We then compare the career of a generic student with the ideal one by using the different techniques just introduced. Finally, we apply the methodology to a real case study and interpret the results which underline that the more students follow the order given by the ideal career the more they get good performance in terms of graduation time and final grade.