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Quantifying Success in Science: An Overview
[article]
2020
arXiv
pre-print
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We focus on categorizing and reviewing the current development on evaluation indices of scholarly impact, including paper impact, scholar impact, and journal impact. ...
The literature reports the factors influencing scholarly impact and evaluation methods and indices aimed at overcoming this crucial weakness. ...
NETWORK-BASED EVALUATION METHODS AND INDICES The most used methods for evaluating nodes in network are PageRank and HITS. ...
arXiv:2008.04649v1
fatcat:vq3gkrwjendh5ixqmtdybvysxi
Quantifying Success in Science: An Overview
2020
IEEE Access
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We focus on categorizing and reviewing the current development on evaluation indices of scholarly impact, including paper impact, scholar impact, and journal impact. ...
The literature reports the factors influencing scholarly impact and evaluation methods and indices aimed at overcoming this crucial weakness. ...
NETWORK-BASED EVALUATION METHODS AND INDICES The most used methods for evaluating nodes in network are PageRank and HITS. ...
doi:10.1109/access.2020.3007709
fatcat:fo2aa2crjfehnasyofswzqxbwu
Do PageRank-based author rankings outperform simple citation counts?
2015
Journal of Informetrics
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Therefore, many other indicators have been proposed including the usage of the PageRank algorithm known for the ranking of webpages and its modifications suited to citation networks. ...
When a ranking of scholars is needed, for instance in grant, award, or promotion procedures, their use is the fastest and cheapest way of prioritizing some scientists over others. ...
Acknowledgements Thanks are due to Thomson Reuters for providing us with the data. For D. Fiala, this work was supported by the European Regional Development Fund (ERDF), project "NTIS -New ...
doi:10.1016/j.joi.2015.02.008
fatcat:lgo2jombkvhm3mk6fudhf3qtkq
AIRank: Author Impact Ranking through Positions in Collaboration Networks
2018
Complexity
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Citation is a universally acknowledged way for scientific impact evaluation. ...
The experimental results demonstrate the effectiveness of AIRank in evaluating the impact of scholars more comprehensively and finding more top ranking scholars with interdisciplinary nature. ...
Acknowledgments The authors extend their appreciation to the Deanship of Scientific Research at King Saud University for funding this work through Research Group no. RG-1438-027. ...
doi:10.1155/2018/4697485
fatcat:yaxgaii2hvagpmdgz7ouoyxd6u
Study on Improved Influence Page Rank Algorithm Based On User Behavior
2017
DEStech Transactions on Computer Science and Engineering
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User influence ranking is an important subject of social network research, for public opinion control, important dissemination and so on is a great significance. ...
rate and whether the authentication behavior and other user behavior factors, proposed an improved algorithm URank. ...
hit rate, when using 10000 nodes for hit rate experiment, Urank algorithm can find The node node is 92% of the nodes, and the PageRank algorithm and the URL tracing algorithm can only find 87% and 88% ...
doi:10.12783/dtcse/icitia2017/13268
fatcat:dricd6647vfghftpzxo3yjm75i
Using Citation Data to Improve Retrieval from MEDLINE
2006
JAMIA Journal of the American Medical Informatics Association
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Design and Measurements: A direct comparison of eight algorithms: simple PubMed queries, clinical queries (sensitive and specific versions), vector cosine comparison, citation count, journal impact factor ...
, PageRank, and machine learning based on polynomial support vector machines. ...
The authors are also grateful to Thomson-ISI for granting use of the Science Citation Index for research purposes. ...
doi:10.1197/jamia.m1909
pmid:16221938
pmcid:PMC1380202
fatcat:hiauioee7fchzc3anstoj4zdj4
A citation-based system to assist prize awarding
2005
SIGMOD record
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Citation analysis is performed to evaluate the impact of scientific collections (journals and conferences), publications and scholar authors. ...
We use the SCEAS system [12] as a base platform to introduce new methods that can be used for ranking scientific publications. ...
The ISI Impact Factor belongs to this ranking class [3, 4, 5] . ...
doi:10.1145/1107499.1107506
fatcat:5v6hf2m2tbhixitatoicwnuhw4
The Ranking Prediction of NBA Playoffs Based on Improved PageRank Algorithm
2021
Complexity
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The time feedback factor in the PageRank-time algorithm is used for reference, and the time feedback factor is added to the first improved PR value calculation formula. ...
Based on statistics from 1230 games during the NBA 2018-2019 regular season, this paper ranks the team strength with improved PageRank algorithm and compares the results with the ranking of regular-season ...
A time feedback factor is added on the basis of the PageRank algorithm to feed back the impact of web page publication time on search engine rankings. ...
doi:10.1155/2021/6641242
fatcat:idqbrne6gbberpbywusehbzrqy
PageRank without hyperlinks: Reranking with PubMed related article networks for biomedical text retrieval
2008
BMC Bioinformatics
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Graph analysis algorithms such as PageRank and HITS have been successful in Web environments because they are able to extract important inter-document relationships from manually-created hyperlinks. ...
Results: We conducted a number of reranking experiments using the TREC 2005 genomics track test collection in which scores extracted from PageRank and HITS analysis were combined with scores returned by ...
I would like to thank the reviewers for helpful comments, as well as Esther and Kiri for their kind support. ...
doi:10.1186/1471-2105-9-270
pmid:18538027
pmcid:PMC2442104
fatcat:irpimwf2szh4bi46u4bmqx6uhy
PageRank: Standing on the shoulders of giants
[article]
2010
arXiv
pre-print
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PageRank is a Web page ranking technique that has been a fundamental ingredient in the development and success of the Google search engine. ...
We review the PageRank method and link it to some renowned previous techniques that we have found in the fields of Web information retrieval, bibliometrics, sociometry, and econometrics. ...
Acknowledgements The author thanks Enrico Bozzo, Sebastiano Vigna, and the anonymous referees for positive and critical comments on the early drafts of this paper. ...
arXiv:1002.2858v3
fatcat:uptl5l6pbfez3eedjszmnaialy
PageRank
2011
Communications of the ACM
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Acknowledgments The author thanks Enrico Bozzo, Sebastiano Vigna, and the anonymous referees for positive and critical comments on the early drafts of this paper. ...
The Impact Factor is, undoubtedly, the most popular and controversial journal bibliometric indicator available at the moment. ...
In the shown example, PageRank and Katz methods provide the same ranking of nodes when the attenuation factor is 0.9. ...
doi:10.1145/1953122.1953146
fatcat:nvpvndyvcnb5nf6ed7mhnkktem
A Survey of Eigenvector Methods for Web Information Retrieval
2005
SIAM Review
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In this survey paper, we focus on Web information retrieval methods that use eigenvector computations, presenting the three popular methods of HITS, PageRank, and SALSA. ...
This structure has been exploited by several of today's leading Web search engines, particularly Google and Teoma. ...
Other Methods and Hybrids. This section contains suggestions for new and hybrid methods that are related to the three ranking systems of HITS, PageRank, and SALSA. ...
doi:10.1137/s0036144503424786
fatcat:fgcoria4yzg3pifzikzn2lup6m
Discovering author impact: A PageRank perspective
2011
Information Processing & Management
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This article provides an alternative perspective for measuring author impact by applying PageRank algorithm to a coauthorship network. ...
In addition, we also compare this weighted PageRank with the h-index, citation, and program committee (PC) membership of the International Society for Scientometrics and Informetrics (ISSI) conferences ...
Acknowledgement The authors are indebted to Ronald Rousseau and Liming Liang who provided valuable conference data to this study. ...
doi:10.1016/j.ipm.2010.05.002
fatcat:kbrslvjhszhprmhnjeivx3z7ay
Measure the Impact of Institution and Paper via Institution-citation Network
[article]
2020
arXiv
pre-print
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Subsequently, PageRank is used to quantify the impact of institution and paper. Finally, impacts of same institution are merged, and the ranking of institutions and papers is calculated. ...
A new model, IPRank, is introduced to measure the impact of institution and paper simultaneously. ...
Garfield proposed using citation counts as the measure of scholarly paper impact [32] , and he also developed Journal Impact Factor (JIF) as the measure of journal impact [33] . ...
arXiv:2008.04647v1
fatcat:bhzifbcfpbgylbtmishi3z72wu
A Score based Web Page Ranking Algorithm
2015
International Journal of Computer Applications
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Although a number of ranking algorithms such as HITS, PageRank, Weighted PageRank and etc., are developed to assist the search engine, but none of them provides page ranking with high accuracy. ...
However, without proper ranking of pages in the result through the relevancy of pages to the search query, the user may need to explore the whole list for discovering the appropriate page(s), thereby involving ...
) stands for the PageRank of pages T i which link to page A, C(T i ) stands for the number of outbound links on page T i ,, d stands for damping factor which can be set between 0 and 1 and N is the number ...
doi:10.5120/19367-1035
fatcat:mntzgsuzenhdvgoyxyj2n4hvja
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