دانلود مقاله ISI انگلیسی شماره 46053
ترجمه فارسی عنوان مقاله

درک رفتار کاربران با عملیات نرم افزار داده کاوی

عنوان انگلیسی
Understanding users’ behavior with software operation data mining
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
46053 2014 12 صفحه PDF
منبع

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

Journal : Computers in Human Behavior, Volume 30, January 2014, Pages 583–594

ترجمه کلمات کلیدی
استفاده از نرم افزار - رفتار کاربر - نرم افزار دانش عمل - تجزیه و تحلیل نرم افزار - ورودی داده ها - داده کاوی
کلمات کلیدی انگلیسی
Software usage; User behavior; Software operation knowledge; Software analytics; Log data; Data mining
پیش نمایش مقاله
پیش نمایش مقاله  درک رفتار کاربران با عملیات نرم افزار داده کاوی

چکیده انگلیسی

Software usage concerns knowledge about how end-users use the software in the field, and how the software itself responds to their actions. In this paper, we present the Usage Mining Method to guide the analysis of data collected during software operation, in order to extract knowledge about how a software product is used by the end-users. Our method suggests three analysis tasks which employ data mining techniques for extracting usage knowledge from software operation data: users profiling, clickstream analysis and classification analysis. The Usage Mining Method was evaluated through a prototype that was executed in the case of Exact Online, the main online financial management application in the Netherlands. The evaluation confirmed the supportive role of the Usage Mining Method in software product management and development processes, as well as the applicability of the suggested data mining algorithms to carry out the usage analysis tasks.