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  • This paper explores a possible approach to a research evaluation, by calculating the renown of authors of scientific papers. The evaluation is based on the citation analysis and its results should be close to a human viewpoint. The PageRank algorithm and its modifications were used for the evaluation of various types of citation networks. Our main research question was whether better evaluation results were based directly on an author network or on a publication network. Other issues concerned, for example, the determination of weights in the author network and the distribution of publication scores among their authors. The citation networks were extracted from the computer science domain in the ISI Web of Science database. The influence of self-citations was also explored. To find the best network for a research evaluation, the outputs of PageRank were compared with lists of prestigious awards in computer science such as the Turing and Codd award, ISI Highly Cited and ACM Fellows. Our experiments proved that the best ranking of authors was obtained by using a publication citation network from which self-citations were eliminated, and by distributing the same proportional parts of the publications' values to their authors. The ranking can be used as a criterion for the financial support of research teams, for identifying leaders of such teams, etc.
  • This paper explores a possible approach to a research evaluation, by calculating the renown of authors of scientific papers. The evaluation is based on the citation analysis and its results should be close to a human viewpoint. The PageRank algorithm and its modifications were used for the evaluation of various types of citation networks. Our main research question was whether better evaluation results were based directly on an author network or on a publication network. Other issues concerned, for example, the determination of weights in the author network and the distribution of publication scores among their authors. The citation networks were extracted from the computer science domain in the ISI Web of Science database. The influence of self-citations was also explored. To find the best network for a research evaluation, the outputs of PageRank were compared with lists of prestigious awards in computer science such as the Turing and Codd award, ISI Highly Cited and ACM Fellows. Our experiments proved that the best ranking of authors was obtained by using a publication citation network from which self-citations were eliminated, and by distributing the same proportional parts of the publications' values to their authors. The ranking can be used as a criterion for the financial support of research teams, for identifying leaders of such teams, etc. (en)
Title
  • PageRank variants in the evaluation of citation networks
  • PageRank variants in the evaluation of citation networks (en)
skos:prefLabel
  • PageRank variants in the evaluation of citation networks
  • PageRank variants in the evaluation of citation networks (en)
skos:notation
  • RIV/49777513:23520/14:43922491!RIV15-MSM-23520___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(7AMB14SK090), P(ED1.1.00/02.0090), S
http://linked.open...iv/cisloPeriodika
  • 3
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 35598
http://linked.open...ai/riv/idVysledku
  • RIV/49777513:23520/14:43922491
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • ISI Web of Science.; author ranking; research evaluation; citation analysis; PageRank (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • NL - Nizozemsko
http://linked.open...ontrolniKodProRIV
  • [068D31F5FA51]
http://linked.open...i/riv/nazevZdroje
  • Journal of Informetrics
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...v/svazekPeriodika
  • 8
http://linked.open...iv/tvurceVysledku
  • Dostal, Martin
  • Ježek, Karel
  • Fiala, Dalibor
  • Nykl, Michal
issn
  • 1751-1577
number of pages
http://bibframe.org/vocab/doi
  • 10.1016/j.joi.2014.06.005
http://localhost/t...ganizacniJednotka
  • 23520
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