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Towards Semantometrics: A New Semantic Similarity Based Measure for Assessing a Research Publication's Contribution

Knoth, Petr and Herrmannova, Drahomira (2014). Towards Semantometrics: A New Semantic Similarity Based Measure for Assessing a Research Publication's Contribution. D-Lib Magazine, 20(11/12)

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DOI (Digital Object Identifier) Link: https://doi.org/10.1045/november14-knoth
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Abstract

We propose Semantometrics, a new class of metrics for evaluating research. As opposed to existing Bibliometrics,Webometrics, Altmetrics, etc., Semantometrics are not based on measuring the number of interactions in the scholarly communication network, but build on the premise that full-text is needed to assess the value of a publication. This paper presents the first Semantometric measure, which estimates the research contribution. We measure semantic similarity of publications connected in a citation network and use a simple formula to assess their contribution. We carry out a pilot study in which we test our approach on a small dataset and discuss the challenges in carrying out the analysis on existing citation datasets. The results suggest that semantic similarity measures can be utilised to provide meaningful information about the contribution of research papers that is not captured by traditional impact measures based purely on citations.

Item Type: Journal Item
Copyright Holders: 2014 Petr Knoth and Drahomira Herrmannova
ISSN: 1082-9873
Keywords: citation analysis; research evaluation; semantic similarity; research publication datasets
Academic Unit/School: Faculty of Science, Technology, Engineering and Mathematics (STEM) > Knowledge Media Institute (KMi)
Faculty of Science, Technology, Engineering and Mathematics (STEM)
Research Group: Centre for Research in Computing (CRC)
Item ID: 42527
Depositing User: Adam Jelley
Date Deposited: 20 Apr 2015 09:03
Last Modified: 28 Feb 2018 10:19
URI: http://oro.open.ac.uk/id/eprint/42527
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