Abstract
Online social networks are widely used platforms that enable people to connect with each other. These social media channels provide an active communication platform for people, and they have opened new venues of research for the academic world and business. One of these research areas is measuring the influential users in online social networks; and the same is true for academic networks where finding influential authors is an area of interest. In an academic network, citation count, h-index and their variations are used to find top authors. In this article, we propose the adoption of established social network measures, including centrality and prestige, in an academic network to compute the rank of authors. For the empirical analysis, the widely-used dataset of the Digital Bibliography and Library Project (DBLP) is exploited in this research, and the micro-level properties of the network formed in the DBLP co-authorship network are studied. Afterwards, the results are computed using social network measures and evaluated using the standard ranking performance evaluation measures, including Kendall correlation, Overlapping Similarlity (OSim) and Spearman rank-order correlation. The results reveal that the centrality measures are significantly correlated with the citation count and h-index. Consequently, social network measures have potential to be used in an academic network to rank the authors.
Highlights
In the present era, online social networks are widely-used platforms that enable people to connect with other people for exchanging ideas, views and setting public opinion
We propose the adoption of established social network measures in order to compute the centrality and significance of an author
The results were correlated with the baseline such as citation count and h-index using Spearman rank order, Kendall rank order and Overlapping Similarlity (OSim)
Summary
Online social networks are widely-used platforms that enable people to connect with other people for exchanging ideas, views and setting public opinion. Flicker is used by 92 million people worldwide and is a great place to store and share photos online [1] These online social networking sites provide an active communication platform for people, and they have opened new venues of research for the academic world and businesses. According to the related research studies [2,3,4,5,6], the influence of top users is measured with the help of various techniques, such as the feature-based technique or link-based technique. In all these techniques, the focus has been to find the top active or influential users
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