دانلود مقاله ISI انگلیسی شماره 81594
ترجمه فارسی عنوان مقاله

برنامه ریزی خطی عدد صحیح برای واگذاری کمیته بررسی چند جنبه محدود

عنوان انگلیسی
Integer linear programming for Constrained Multi-Aspect Committee Review Assignment
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
81594 2012 16 صفحه PDF
منبع

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

Journal : Information Processing & Management, Volume 48, Issue 4, July 2012, Pages 725–740

ترجمه کلمات کلیدی
مدل های موضوع - بازبینی یک تکلیف؛ الگوریتم؛ بهینه سازی ترکیبی؛ معیارهای ارزیابی
کلمات کلیدی انگلیسی
Topic models; Review assignment; Algorithms; Combinatorial optimization; Evaluation metrics

چکیده انگلیسی

Automatic review assignment can significantly improve the productivity of many people such as conference organizers, journal editors and grant administrators. A general setup of the review assignment problem involves assigning a set of reviewers on a committee to a set of documents to be reviewed under the constraint of review quota so that the reviewers assigned to a document can collectively cover multiple topic aspects of the document. No previous work has addressed such a setup of committee review assignments while also considering matching multiple aspects of topics and expertise. In this paper, we tackle the problem of committee review assignment with multi-aspect expertise matching by casting it as an integer linear programming problem. The proposed algorithm can naturally accommodate any probabilistic or deterministic method for modeling multiple aspects to automate committee review assignments. Evaluation using a multi-aspect review assignment test set constructed using ACM SIGIR publications shows that the proposed algorithm is effective and efficient for committee review assignments based on multi-aspect expertise matching.