A survey on scholarly data: From big data perspective

被引:74
作者
Khan, Samiya [1 ]
Liu, Xiufeng [2 ]
Shakil, Kashish A. [1 ]
Alam, Mansaf [1 ]
机构
[1] Jamia Millia Islamia, New Delhi, India
[2] Tech Univ Denmark, Lyngby, Denmark
关键词
Scholarly data; Big data; Cloud-based big data analytics; Big scholarly data; Big data platform; Scholarly applications; COLLABORATOR RECOMMENDATION; CITATION; EXTRACTION; PUBLICATIONS; ANALYTICS; TABLE;
D O I
10.1016/j.ipm.2017.03.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recently, there has been a shifting focus of organizations and governments towards digitization of academic and technical documents, adding a new facet to the concept of digital libraries. The volume, variety and velocity of this generated data, satisfies the big data definition, as a result of which, this scholarly reserve is popularly referred to as big scholarly data. In order to facilitate data analytics for big scholarly data, architectures and services for the same need to be developed. The evolving nature of research problems has made them essentially interdisciplinary. As a result, there is a growing demand for scholarly applications like collaborator discovery, expert finding and research recommendation systems, in addition to several others. This research paper investigates the current trends and identifies the existing challenges in development of a big scholarly data platform, with specific focus on directions for future research and maps them to the different phases of the big data lifecycle. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:923 / 944
页数:22
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