SciBiD: Novel Scientometrics and NoSQL-enabled Scalable and domain-specific Analysis of Big Scholar Data

M. Bohlouli, Jonathan Hermann, Fabian Sunnus
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Abstract

It is quite important how to correlate and find out relationships between how people grow up and succeed in their research field compared to their field’s grows. In many cases, people refer only to indices such as citation count, h-index, i10-index and compare scientists from different fields in a similar situation with the same variables. It is not a fair comparison since fields are different in development and being cited. In this paper, we used the acceleration concept from physics and propose a new method with new metrics to efficiently and fairly evaluate scientists according to the real-time analysis of their recent status compared to their field’s grows. This considers various inputs such as whether a person is beginner scientists or professional and applies all such key inputs in the evaluation. The evaluation is also over time. The results showed better evaluation compared to state-of-the-art metrics.
新科学计量学和支持nosql的可扩展和特定领域的大学者数据分析
如何关联和发现人们在他们的研究领域的成长和成功与他们所在领域的发展之间的关系是非常重要的。很多时候,人们只参考引文数、h-index、i10-index等指标,在相似的情况下用相同的变量比较不同领域的科学家。这是一个不公平的比较,因为领域的发展和引用是不同的。本文利用物理学中的加速度概念,提出了一种新的方法,通过实时分析科学家的最新状态与他们所在领域的发展相比,提出了一种新的指标来有效、公平地评估科学家。这考虑了各种输入,例如一个人是初级科学家还是专业人员,并将所有这些关键输入应用于评估。评估也是随时间推移的。与最先进的指标相比,结果显示出更好的评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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