基于LDA-Adaboost的大学技术成熟度自动排名系统。MH

B. S. Rintyarna, R. Sarno, Arga Lancana Yuananda
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引用次数: 7

摘要

鉴于大学之间的激烈竞争,基于一定标准的大学排名被广泛开展。大学排名有两个核心标准,即定性标准和定量标准。通常,排名是通过涉及相关方的广泛调查得出的。考虑到调查提供排名的劳动密集型工作,本工作建议根据大学的技术准备水平来衡量大学的质量,并提供大学的排名。技术就绪水平是指大学所采用的研究和技术实施的成熟程度。为了获得基于技术就绪水平的大学学术声誉评分,我们调查了大学学术论文的内容。我们假设论文的摘要代表论文的内容。因此,我们收集了印尼几所知名大学的论文摘要,并使用LDA-Adaboost.MH进行内容挖掘。并介绍了高校学术声誉的计算公式。最后一步,生成大学排名。结果与著名的QS大学排名有91.6%的相似度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automatic ranking system of university based on technology readiness level using LDA-Adaboost.MH
Regarding the intense competition among universities, a university ranking based on certain criteria is widely carried out. There are two core criteria for producing University Ranking, namely qualitative and quantitative criteria. Commonly, the ranking is yielded from an extensive survey involving related parties. Considering the labour intensive work of providing the ranking by the survey, this work proposes to measure the quality of university based on their technology readiness level by with the ranking of universities will be provided. Technology readiness level is the maturity level of research and technology implementation adopted by the university. To obtain an academic reputation score of universities based on the technology readiness level, we investigate the content of the academic paper of universities. We assume that the abstract of the paper represents the paper content. Accordingly, we collect the paper abstract of several reputable universities in Indonesia and mine the content by using LDA-Adaboost.MH. We also introduce formula to calculate university academic reputation. In the last step, a university ranking is generated. The results is comparable with the well-known QS University Rankings by 91.6% of similarity.
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