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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doaj-ad58109158f143dcb455bb9e0b8f747b2020-11-25T01:30:48ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-01119e016175510.1371/journal.pone.0161755PR-Index: Using the h-Index and PageRank for Determining True Impact.Chao GaoZhen WangXianghua LiZili ZhangWei ZengSeveral 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.http://europepmc.org/articles/PMC5023123?pdf=render |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Chao Gao Zhen Wang Xianghua Li Zili Zhang Wei Zeng |
spellingShingle |
Chao Gao Zhen Wang Xianghua Li Zili Zhang Wei Zeng PR-Index: Using the h-Index and PageRank for Determining True Impact. PLoS ONE |
author_facet |
Chao Gao Zhen Wang Xianghua Li Zili Zhang Wei Zeng |
author_sort |
Chao Gao |
title |
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_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_sort |
pr-index: using the h-index and pagerank for determining true impact. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS ONE |
issn |
1932-6203 |
publishDate |
2016-01-01 |
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. |
url |
http://europepmc.org/articles/PMC5023123?pdf=render |
work_keys_str_mv |
AT chaogao prindexusingthehindexandpagerankfordeterminingtrueimpact AT zhenwang prindexusingthehindexandpagerankfordeterminingtrueimpact AT xianghuali prindexusingthehindexandpagerankfordeterminingtrueimpact AT zilizhang prindexusingthehindexandpagerankfordeterminingtrueimpact AT weizeng prindexusingthehindexandpagerankfordeterminingtrueimpact |
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