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PR-Index: Using the h-Index and PageRank for Determining True Impact

Several technical indicators have been proposed to assess the impact of authors and institutions. Here, we combine the h-index and the PageRank algorithm to do away with some of the individual limitations of these two indices. Most importantly, we aim to take into account value differences between c...

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Detalles Bibliográficos
Autores principales: Gao, Chao, Wang, Zhen, Li, Xianghua, Zhang, Zili, Zeng, Wei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5023123/
https://www.ncbi.nlm.nih.gov/pubmed/27627767
http://dx.doi.org/10.1371/journal.pone.0161755
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author Gao, Chao
Wang, Zhen
Li, Xianghua
Zhang, Zili
Zeng, Wei
author_facet Gao, Chao
Wang, Zhen
Li, Xianghua
Zhang, Zili
Zeng, Wei
author_sort Gao, Chao
collection PubMed
description Several technical indicators have been proposed to assess the impact of authors and institutions. Here, we combine the h-index and the PageRank algorithm to do away with some of the individual limitations of these two indices. Most importantly, we aim to take into account value differences between citations-evaluating the citation sources by defining the h-index using the PageRank score rather than with citations. The resulting PR-index is then constructed by evaluating source popularity as well as the source publication authority. Extensive tests on available collections data (i.e., Microsoft Academic Search and benchmarks on the SIGKDD innovation award) show that the PR-index provides a more balanced impact measure than many existing indices. Due to its simplicity and similarity to the popular h-index, the PR-index may thus become a welcome addition to the technical indices already in use. Moreover, growth dynamics prior to the SIGKDD innovation award indicate that the PR-index might have notable predictive power.
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spelling pubmed-50231232016-09-27 PR-Index: Using the h-Index and PageRank for Determining True Impact Gao, Chao Wang, Zhen Li, Xianghua Zhang, Zili Zeng, Wei PLoS One Research Article Several technical indicators have been proposed to assess the impact of authors and institutions. Here, we combine the h-index and the PageRank algorithm to do away with some of the individual limitations of these two indices. Most importantly, we aim to take into account value differences between citations-evaluating the citation sources by defining the h-index using the PageRank score rather than with citations. The resulting PR-index is then constructed by evaluating source popularity as well as the source publication authority. Extensive tests on available collections data (i.e., Microsoft Academic Search and benchmarks on the SIGKDD innovation award) show that the PR-index provides a more balanced impact measure than many existing indices. Due to its simplicity and similarity to the popular h-index, the PR-index may thus become a welcome addition to the technical indices already in use. Moreover, growth dynamics prior to the SIGKDD innovation award indicate that the PR-index might have notable predictive power. Public Library of Science 2016-09-14 /pmc/articles/PMC5023123/ /pubmed/27627767 http://dx.doi.org/10.1371/journal.pone.0161755 Text en © 2016 Gao et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Gao, Chao
Wang, Zhen
Li, Xianghua
Zhang, Zili
Zeng, Wei
PR-Index: Using the h-Index and PageRank for Determining True Impact
title PR-Index: Using the h-Index and PageRank for Determining True Impact
title_full PR-Index: Using the h-Index and PageRank for Determining True Impact
title_fullStr PR-Index: Using the h-Index and PageRank for Determining True Impact
title_full_unstemmed PR-Index: Using the h-Index and PageRank for Determining True Impact
title_short PR-Index: Using the h-Index and PageRank for Determining True Impact
title_sort pr-index: using the h-index and pagerank for determining true impact
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5023123/
https://www.ncbi.nlm.nih.gov/pubmed/27627767
http://dx.doi.org/10.1371/journal.pone.0161755
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