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Quantifying Success in Science: An Overview [article]

Xiaomei Bai, Hanxiao Pan, Jie Hou, Teng Guo, Ivan Lee, Feng Xia
2020 arXiv   pre-print
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

Xiaomei Bai, Hanxiao Pan, Jie Hou, Teng Guo, Ivan Lee, Feng Xia
2020 IEEE Access  
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?

Dalibor Fiala, Lovro Šubelj, Slavko Žitnik, Marko Bajec
2015 Journal of Informetrics  
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

Jun Zhang, Yan Hu, Zhaolong Ning, Amr Tolba, Elsayed Elashkar, Feng Xia
2018 Complexity  
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

Yun Wu
2017 DEStech Transactions on Computer Science and Engineering  
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

E. V. Bernstam, J. R. Herskovic, Y. Aphinyanaphongs, C. F. Aliferis, M. G. Sriram, W. R. Hersh
2006 JAMIA Journal of the American Medical Informatics Association  
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

Antonis Sidiropoulos, Yannis Manolopoulos
2005 SIGMOD record  
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

Fan Yang, Jun Zhang, Wei Wang
2021 Complexity  
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

Jimmy Lin
2008 BMC Bioinformatics  
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]

Massimo Franceschet
2010 arXiv   pre-print
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

Massimo Franceschet
2011 Communications of the ACM  
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

Amy N. Langville, Carl D. Meyer
2005 SIAM Review  
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

Erjia Yan, Ying Ding
2011 Information Processing & Management  
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]

Xiaomei Bai, Fuli Zhang, Jin Ni, Lei Shi, Ivan Lee
2020 arXiv   pre-print
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

M. ShamiulAmin, Shaily Kabir, Rasel Kabir
2015 International Journal of Computer Applications  
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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