Author Name Disambiguation in Bibliographic Databases: A Survey
April 14, 2020 ยท The Cartographer ยท ๐ arXiv.org
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"Title-pattern auto-detect: Author Name Disambiguation in Bibliographic Databases: A Survey"
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Authors
Muhammad Shoaib, Ali Daud, Tehmina Amjad
arXiv ID
2004.06391
Category
cs.SI: Social & Info Networks
Cross-listed
cs.IR
Citations
12
Venue
arXiv.org
Last Checked
3 days ago
Abstract
Entity resolution is a challenging and hot research area in the field of Information Systems since last decade. Author Name Disambiguation (AND) in Bibliographic Databases (BD) like DBLP , Citeseer , and Scopus is a specialized field of entity resolution. Given many citations of underlying authors, the AND task is to find which citations belong to the same author. In this survey, we start with three basic AND problems, followed by need for solution and challenges. A generic, five-step framework is provided for handling AND issues. These steps are; (1) Preparation of dataset (2) Selection of publication attributes (3) Selection of similarity metrics (4) Selection of models and (5) Clustering Performance evaluation. Categorization and elaboration of similarity metrics and methods are also provided. Finally, future directions and recommendations are given for this dynamic area of research.
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