Cargando…
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...
Autores principales: | , , , , |
---|---|
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 |
_version_ | 1782453622962913280 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5023123 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT gaochao prindexusingthehindexandpagerankfordeterminingtrueimpact AT wangzhen prindexusingthehindexandpagerankfordeterminingtrueimpact AT lixianghua prindexusingthehindexandpagerankfordeterminingtrueimpact AT zhangzili prindexusingthehindexandpagerankfordeterminingtrueimpact AT zengwei prindexusingthehindexandpagerankfordeterminingtrueimpact |