Finding new academic Methods for research problems is the key task in a researcher's research career. It is usually very difficult for new researchers to find good Methods for their research problems since they lack of research experiences. In order to help researchers carry out their researches in a more convenient way, we describe a novel recommendation system called AMRec to recommend new academic Methods for research problems in this paper. Our proposed system first extracts academic concepts (Tasks and Methods) and their relations from academic literatures, and then leverages the regularized matrix factorization Method for academic Method recommendation. Preliminary evaluation results verify the effectiveness of our proposed system.
翻译:寻找研究问题的新学术方法是研究人员研究生涯中的关键任务,由于新研究人员缺乏研究经验,通常很难找到解决其研究问题的好方法。为了帮助研究人员以更方便的方式开展研究,我们描述一个叫做AMRec的新建议系统,以建议新的学术方法解决本文中的研究问题。我们提议的系统首先从学术文献中提取学术概念(任务和方法)及其关系,然后利用常规矩阵化的学法方法建议。初步评价结果核查我们提议的系统的有效性。