Papavlasopoulos, S; Poulos, M; Korfiatis, N; Bokos, G. 2010. A non-linear index to evaluate a journal's scientific impact. INFORMATION SCIENCES 180 (11): 2156-2175
Eugene Garfield
garfield at CODEX.CIS.UPENN.EDU
Sat May 22 12:13:59 EDT 2010
Papavlasopoulos, S; Poulos, M; Korfiatis, N; Bokos, G. 2010. A non-linear index
to evaluate a journal's scientific impact. INFORMATION SCIENCES 180 (11):
2156-2175.
Author Full Name(s): Papavlasopoulos, Sozon; Poulos, Marios; Korfiatis,
Nikolaos; Bokos, George
Language: English
Document Type: Article
Author Keywords: Bibliometrics; Semantic classification; Elman neural network;
Impact factor
KeyWords Plus: NEURAL-NETWORKS; SYSTEM; CITATIONS; UNITS
Abstract: The purpose of this study is to define a bibliometric indicator of the
scientific impact of a journal, which combines objectivity with the ability to
bridge many different bibliometric factors and in particular the side factors
presented along with celebrated ISI impact factor. The particular goal is to
determine a standard threshold value in which an independent self-organizing
system will decide the correlation between this value and the impact factor of
a journal. We name this factor "Cited Distance Factor (CDF)" and it is extracted
via a well-fitted, recurrent Elman neural network. For a case study of this
implementation we used a dataset of all journals of cell biology, ranking them
according to the impact factor from the Web of Science Database and then
comparing the rank according to the cited distance. For clarity reasons we also
compare the cited distance factor with already known measures and especially
with the recently introduced eigenfactor of the institute of scientific
information (ISI). (C) 2010 Elsevier Inc. All rights reserved.
Addresses: [Papavlasopoulos, Sozon; Poulos, Marios; Bokos, George] Ionian
Univ, Informat Technol Lab, Dept Arch & Lib Sci, GR-49100 Corfu, Greece;
[Korfiatis, Nikolaos] Univ Copenhagen, Dept Econ, Copenhagen, Denmark
Reprint Address: Poulos, M, Ionian Univ, Informat Technol Lab, Dept Arch & Lib
Sci, Ioannou Theotoki 9, GR-49100 Corfu, Greece.
E-mail Address: sozon at ionio.gr; mpoulos at ionio.gr;
nikolaos.korfiatis at econ.ku.dk; gbokos at ionio.gr
ISSN: 0020-0255
DOI: 10.1016/j.ins.2010.01.018
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