Papers of possible interest- SIG-Metrics (3)

Eugene Garfield eugene.garfield at THOMSONREUTERS.COM
Fri May 30 20:49:42 EDT 2014


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Title: Recent advances in bibliometric indexes and the PaperRank problem

Authors: Amodio, P; Brugnano, L

Author Full Names: Amodio, Pierluigi; Brugnano, Luigi

Source: JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 267 182-194; 10.1016/j.cam.2014.02.018<http://dx.doi.org/10.1016/j.cam.2014.02.018> SEP 2014

Language: English

Document Type: Article

Author Keywords: Bibliometric indexes, PageRank, Citations, H-index, Normalized citations

KeyWords Plus: PAGERANK ALGORITHM; CITATION NETWORKS; RANKING AUTHORS

Abstract: Bibliometric indexes are customary used in evaluating the impact of scientific research, even though it is very well known that in different research areas they may range in very different intervals. Sometimes, this is evident even within a single given field of investigation making very difficult (and inaccurate) the assessment of scientific papers. On the other hand, the problem can be recast in the same framework which has allowed to efficiently cope with the ordering of web-pages, i.e., to formulate the PageRank of Google. For this reason, we call such a problem the PaperRank problem, here solved by using a similar approach to that employed by PageRank. The obtained solution, which is mathematically grounded, will be used to compare the usual heuristics of the number of citations with a new one here proposed. Some numerical tests show that the new heuristics is much more reliable than the currently used ones, based on the bare number of citations. Moreover, we show that our model improves on recently proposed ones (Bini (2010)). We also show that, once the PaperRank problem is correctly solved, one obtains, as a by-product, the ranking of both authors and journals. (C) 2014 Elsevier B.V. All rights reserved.

Addresses: [Amodio, Pierluigi] Univ Bari, Dipartimento Matemat, I-70121 Bari, Italy.
[Brugnano, Luigi] Univ Florence, Dipartimento Matemat & Informat U Dini, I-50121 Florence, Italy.

E-mail Addresses: pierluigi.amodio at uniba.it; luigi.brugnano at unifi.it

Cited Reference Count: 29

Times Cited: 0

Publisher: ELSEVIER SCIENCE BV, PO BOX 211, 1000 AE AMSTERDAM, NETHERLANDS

ISSN: 0377-0427

Web of Science Categories: Mathematics, Applied; MATHEMATICS, APPLIED

Research Areas: Mathematics

IDS Number: AG0JW

Unique ID: WOS:000335102800013

Cited References:

Nallapati R.M., 2008, Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, P542

El-Arini K., 2011, Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, P439

Ma Nan, 2008, INFORMATION PROCESSING & MANAGEMENT, V44, P800

Wang C., 2011, Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, P448

Brin S, 1998, COMPUTER NETWORKS AND ISDN SYSTEMS7th International World Wide Web Conference, APR 14-18, 1998, BRISBANE, AUSTRALIA, V30, P107

Ding Ying, 2009, JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, V60, P2229

Zhang Y., 2012, Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, P606

Lancaster P., 1985, The Theory of Matrices,

Cicone Antonio, 2010, JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, V234, P3140

Chen P., 2007, JOURNAL OF INFORMETRICS, V1, P8

Wu Xindong, 2008, KNOWLEDGE AND INFORMATION SYSTEMS, V14, P1

Maslov Sergei, 2008, JOURNAL OF NEUROSCIENCE, V28, P11103

Bergstrom C., 2007, College & Research Libraries News, V68, P314

Yin Jun-Feng, 2012, NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS, V19, P73

Golub G. H., 2006, BIT NUMERICAL MATHEMATICS, V46, P759

Hirsch JE, 2005, PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, V102, P16569

Niu X., 2012, Proceedings-IEEE International Conference on Data Mining, JCDM, P1182

Ito T., 2005, Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, P586

Yang Tianbao, 2009, KDD-09: 15TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, JUN 28-JUL 01, 2009, Paris, FRANCE, P927

Bini Dario A., 2010, JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, V234, P3104

Page L., 1999, Technical Report,

Duan Dongsheng, 2012, 12TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM 2012)12th IEEE International Conference on Data Mining (ICDM), DEC 10-13, 2012, Brussels, BELGIUM, P211

Bini Dario A., 2008, ELECTRONIC TRANSACTIONS ON NUMERICAL ANALYSISConference on Matrix Analysis and Applications held Honor of Gerard Meurant, OCT15, 2007, Luminy, FRANCE, V33, P1

Bollen Johan, 2009, PLOS ONE, V4,

Zhou Ding, 2007, ICDM 2007: PROCEEDINGS OF THE SEVENTH IEEE INTERNATIONAL CONFERENCE ON DATA MINING7th IEEE International Conference on Data Mining, OCT 28-31, 2007, Omaha, NE, P739

Zeng Jia, 2009, 2009 9TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING9th IEEE International Conference on Data Mining, DEC 06-09, 2009, Miami Beach, FL, P1070

Li Jiang, 2009, ASLIB PROCEEDINGS, V61, P605

Serra-Capizzano S, 2005, SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, V27, P305

Janssens Frizo, 2007, KDD-2007 PROCEEDINGS OF THE THIRTEENTH ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING13th International Conference on Knowledge Discovery and Data Mining, AUG 12-15, 2007, San Jose, CA, P360

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Title: American College of Obstetricians and Gynecologists Practice Bulletins: Ascertaining Their Citation, Influence, and Utilization

Authors: Bernhard, KA; Siddiqui, DS; Leonard, KM; Chauhan, SP

Author Full Names: Bernhard, Kiley A.; Siddiqui, Danish S.; Leonard, Kinsey M.; Chauhan, Suneet P.

Source: AMERICAN JOURNAL OF PERINATOLOGY, 31 (5):373-381; 10.1055/s-0033-1349895<http://dx.doi.org/10.1055/s-0033-1349895> MAY 2014

Language: English

Document Type: Article

Author Keywords: search tools, citation, practice bulletins, ACOG, databases

KeyWords Plus: ARTICLES

Abstract: Objective To ascertain the influence and utilization of the American College Obstetricians and Gynecologists practice bulletins (PBs) by measuring their citations in three different search tools. Study Design PBs in obstetrics (OB-PBs) and gynecology (GYN-PBs) published from September 1998 to December 2009 were identified. PubMed, Ovid MEDLINE, and Web of Science were utilized to determine how often PBs were cited. The citations were quantified by three parameters, most citations, highest citation rate, and highest impact factor. Results The OB-PB with the most citations (125) was PB no. 33 (Diagnosis and Management of Preeclampsia and Eclampsia), highest citation rate (44) was PB no. 101 (Ultrasonography in Pregnancy), highest OBGYN impact factor (4.39) was PB no. 71 (Episiotomy), and highest non-OBGYN impact factor (53.49) was PB no. 38 (Perinatal Care at Threshold of Viability). The GYN-PB with the highest citation rate (103) was PB no. 109 (Cervical Cytology Screening), highest OBGYN impact factor (3.85) was PB no. 103 (Hereditary Breast and Ovarian Cancer Syndrome), and highest non-OBGYN impact factor (20.89) was PB no. 35 (Cervical Carcinoma). Conclusions No one PB had the most citations, highest citation rate, and highest impact factor.

Addresses: [Bernhard, Kiley A.] Ctr Urban Populat Hlth, Milwaukee, WI USA.
[Bernhard, Kiley A.] Aurora Hlth Care Inc, Milwaukee, WI USA.
[Siddiqui, Danish S.] Univ Wisconsin, Sch Med & Publ Hlth, Aurora Univ Wisconsin Med Grp, Dept Obstet & Gynecol, Milwaukee, WI 53201 USA.
[Leonard, Kinsey M.] Lake Erie Coll Osteopath Med, Greensburg, PA USA.
[Chauhan, Suneet P.] Eastern Virginia Med Sch, Dept Maternal Fetal Med, Norfolk, VA 23501 USA.

E-mail Addresses: kiley.bernhard at aurora.org

Cited Reference Count: 9

Times Cited: 0

Publisher: THIEME MEDICAL PUBL INC, 333 SEVENTH AVE, NEW YORK, NY 10001 USA

ISSN: 0735-1631

Web of Science Categories: Obstetrics & Gynecology; Pediatrics; OBSTETRICS & GYNECOLOGY; PEDIATRICS

Research Areas: Obstetrics & Gynecology; Pediatrics

IDS Number: AF8ZF

Unique ID: WOS:000335003800003

Cited References:

Brandt JS, 2010, Am J Obstet Gynecol, V203, Pe1

Rieder Simon, 2010, LANGENBECKS ARCHIVES OF SURGERY, V395, PS57

American College of Obstetricians and Gynecologists, 2012,

Filion Kristian B, 2008, Epidemiologic perspectives & innovations : EP+I, V5, P3

Chauhan SP, 2006, AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY72nd Annual Meeting of the Central-Association-of-Obstetricians-and-Gynecologists, OCT 19-22, 2005, Scottsdale, AZ, V194, P1564

Kulkarni Abhaya V., 2009, JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, V302, P1092

Bakkalbasi Nisa, 2006, Biomedical digital libraries, V3, P7

Chauhan SP, 2006, Am J Obstet Gynecol, V194, P1072

Hou Wen-Ru, 2011, BIOESSAYS, V33, P724

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Title: Bibliometric analysis of scientific publications on waterpipe (narghile, shisha, hookah) tobacco smoking during the period 2003-2012

Authors: Zyoud, SH; Al-Jabi, SW; Sweileh, WM

Author Full Names: Zyoud, Sa'ed H.; Al-Jabi, Samah W.; Sweileh, Waleed M.

Source: TOBACCO INDUCED DISEASES, 12 10.1186/1617-9625-12-7<http://dx.doi.org/10.1186/1617-9625-12-7> APR 13 2014

Language: English

Document Type: Article

Author Keywords: Bibliometric, Waterpipe tobacco smoking, Narghile, Shisha, Hookah, Scopus

KeyWords Plus: RESEARCH PRODUCTIVITY; GLOBAL EPIDEMIC; GOOGLE-SCHOLAR; SCIENCE; SCOPUS; WEB

Abstract: Background: Waterpipe tobacco smoking has spread worldwide. However, the evaluation of scientific output in the field of waterpipe tobacco smoking has not been studied yet. The main objectives of this study were to analyze worldwide research output in the waterpipe tobacco smoking field, and to examine the authorship pattern and the citations retrieved from the Scopus database for over a decade. Methods: Data from January 1, 2003 through December 31, 2012 were searched for documents with specific words regarding waterpipe tobacco smoking as "keywords" in the title. Scientific output was evaluated based on a methodology developed and used in other bibliometric studies: (a) total and trends of contributions in waterpipe tobacco smoking research between 2003 and 2012; (b) authorship patterns and research productivity; (c) collaboration patterns; (d) the citations received by the publications; and (e) areas of interest of the published papers. Results: Worldwide there were 334 publications that met the criteria during the study period. The largest number of publications in waterpipe tobacco smoking were from the United States of America (USA) (33.5%), followed by Lebanon (15.3%), and France (10.5%). The total number of citations at the time of data analysis (October 18, 2013) was 4,352, with an average of 13 citations per document and a median (interquartile range) of 4.0 (1.0-16.0). The h-index of the retrieved documents was 34. The highest h-index by country was 27 for the USA, followed by 20 for Syrian Arab Republic and Lebanon. Conclusions: The present data reveal a promising rise and a good start for research activity in the field of waterpipe tobacco smoking. More effort is needed to bridge the gap in waterpipe smoking-based research and to promote better evaluation of waterpipe smoking, risks, health effects, or control services worldwide.

Addresses: [Zyoud, Sa'ed H.] An Najah Natl Univ, Coll Med & Hlth Sci, Poison Control & Drug Informat Ctr PCDIC, Nablus, Israel.
[Zyoud, Sa'ed H.; Sweileh, Waleed M.] An Najah Natl Univ, Coll Med & Hlth Sci, Dept Pharmacol & Toxicol, Nablus, Israel.
[Zyoud, Sa'ed H.] Univ Sains Malaysia, WHO Collaborating Ctr Drug Informat, Natl Poison Ctr, George Town, Malaysia.
[Al-Jabi, Samah W.] An Najah Natl Univ, Coll Med & Hlth Sci, Dept Clin & Community Pharm, Nablus, Israel.

E-mail Addresses: saedzyoud at yahoo.com

Cited Reference Count: 38

Times Cited: 0

Publisher: BIOMED CENTRAL LTD, 236 GRAYS INN RD, FLOOR 6, LONDON WC1X 8HL, ENGLAND

ISSN: 1617-9625

Article Number: 7

Web of Science Categories: Substance Abuse; Public, Environmental & Occupational Health

Research Areas: Substance Abuse; Public, Environmental & Occupational Health

IDS Number: AF4YF

Unique ID: WOS:000334719800001

Cited References:

World Health Organization (WHO), 2005, Waterpipe tobacco smoking: health effects, research needs and recommended actions by regulators,

Tan Jiang, 2014, SCIENTOMETRICS, V98, P1473

Kira Anette, 2011, NICOTINE & TOBACCO RESEARCH, V13, P474

Hammal F, 2008, Tobacco control, V17, Pe3

De Battisti Francesca, 2013, STATISTICAL METHODS AND APPLICATIONS, V22, P269

De Granda-Orive JI, 2009, Gac Sanit, V23,

Nakkash Rima, 2014, LANCET, V383, P392

World Health Organization, 2003, WHO Framework Convention on Tobacco Control,

Falagas Matthew E., 2008, FASEB JOURNAL, V22, P338

Maziak W, 2004, TOBACCO CONTROL, V13, P327

Wallin JA, 2005, BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, V97, P261

De Leon E, 2013, Tob Control,

Maziak Wasim, 2013, CANCER EPIDEMIOLOGY, V37, P1

Akl Elie A., 2010, INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, V39, P834

World Health Organization, WHO report on the global tobacco epidemic, 2013: enforcing bans on tobacco advertising, promotion and sponsorship: executive summary,

Essential Science Indicators, 2012, Top 20 Countries in ALL FIELDS, 2001-August 31, 2011,

Tadmouri GO, 2004, SAUDI MEDICAL JOURNAL, V25, P7

McDonald Paul W, 2009, Tobacco induced diseases, V5, P12

[Anonymous], 2013, Scopus: SciVerse Scopus fact sheet. SciVerse® Scopus,

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Cohen Joanna E., 2010, AMERICAN JOURNAL OF PREVENTIVE MEDICINE, V39, P352

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Maziak W, 2013, Health Policy Plan,

Harrabi Imed, 2010, La Tunisie médicale, V88, P470

Lin Justin Yifu, 2012, JOURNAL OF ECONOMIC POLICY REFORM, V15, P171

Zyoud Sa'ed H., 2014, HEALTH RESEARCH POLICY AND SYSTEMS, V12,

Zyoud SH, 2014, Harm Reduct J, V11,

Cobb Caroline, 2010, AMERICAN JOURNAL OF HEALTH BEHAVIOR, V34, P275

Maziak Wasim, 2011, ADDICTIVE BEHAVIORS, V36, P1

Kulkarni Abhaya V., 2009, JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, V302, P1092

World Health Organization, 2011, WHO report on the global tobacco epidemic, 2011: warning about the dangers of tobacco,

Zyoud SH, 2014, SAGE Open Med, V2,

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Title: Bibliometrics Contribution to the Metatheoretical and Domain Analysis Studies

Authors: Castanha, RCG; Gracio, MCC

Author Full Names: Gutierres Castanha, Renata Cristina; Cabrini Gracio, Maria Claudia

Source: KNOWLEDGE ORGANIZATION, 41 (2):171-174; 2014

Language: English

Document Type: Article

Author Keywords: knowledge, theory, domain analysis, information science, metatheory

KeyWords Plus: INFORMATION-SCIENCE

Abstract: Along with the growth of scientific production, the bibliometric studies have become essential, providing relevant information about any domain while identifying, highlighting and viewing the scientific knowledge constructed within a theme, subject or knowledge area. This article approaches the bibliometric studies under the light of metatheory and domain analysis within the knowledge organization in information science. domain analysis and metatheory are considered significant contribution to bibliometric studies when emphasizing the need for epistemological, sociological and historical analyzes, as well as other qualitative approaches, encouraging researchers to reflect on the whole composition of the research object, by means of different methodological, theoretical and epistemological approaches. This study aims at contributing to the discourse of the theoretical aspects of bibliometric studies by presenting considerations concerning Hjorland's domain analysis, as well as Ritzer's metatheoretical approach, featuring discussions on major theories of a study field, since these approaches together provide a more complete qualitative view upon an area, here, represented by the bibliometric studies.

Addresses: [Gutierres Castanha, Renata Cristina; Cabrini Gracio, Maria Claudia] UNESP Univ Estadual Paulista, BR-17525900 Marilia, SP, Brazil.

E-mail Addresses: regutierres at gmail.com; cabrini at marilia.unesp.br

Cited Reference Count: 14

Times Cited: 0

Publisher: ERGON-VERLAG, GROMBUHLSTR 7, 97080 WURZBURG, GERMANY

ISSN: 0943-7444

Web of Science Categories: Information Science & Library Science; INFORMATION SCIENCE & LIBRARY SCIENCE

Research Areas: Information Science & Library Science

IDS Number: AF7OJ

Unique ID: WOS:000334904100007

Cited References:

Hjorland B, 1998, JOURNAL OF DOCUMENTATION, V54, P606

Ritzer George, 1991, Metatheorking in sociology,

Gracio Maria Claudia Cabrini, 2012, XIII ENANCIB - Encontro National de Pesquisa em Ciencia da Informaido, P1

Schwartzman Simon A., 1984, Revista brasileira de tecnologia, V15, P25

Guimaraes Jose Augusto Chaves, 2004, Atuacao profissional na area de informacao, P167

Tennis Joseph T., 2008, Knowledge organkation, V35, P160

Kuhn Thomas S., 1970, The structure of scientific revolutions,

Guimaraes Jose Augusto Chaves, 2000, Encuentro de EDIBCIC, 5., Granada. La formation de profesionales e investigadores de lainfbrmacion para lasociedad- delconocimiento: Actas, P206

Bates Marcia J., 2005, Theories of information behavior,

DAHLBERG I, 1993, KNOWLEDGE ORGANIZATION, V20, P211

Pritchard Allan, 1969, Journal of documentation, V25, P344

Danuello Jane Coelho, 2007, Producao cientifica docente em tratamento tematico da informacao no Brasil: uma abordagem metrica coma subsidio para a analire de dominio,

Hjorland B, 2002, JOURNAL OF DOCUMENTATION, V58, P422

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Title: Bibliometric Knowledge Organization: A Domain Analytic Method Using Artificial Neural Networks

Authors: Meireles, MRG; Cendon, BV; de Almeida, PEM

Author Full Names: Gouvea Meireles, Magali Rezende; Cendon, Beatriz Valadares; Maciel de Almeida, Paulo Eduardo

Source: KNOWLEDGE ORGANIZATION, 41 (2):145-159; 2014

Language: English

Document Type: Article

Author Keywords: articles, documents, categorization, references, network

KeyWords Plus: INFORMATION-SCIENCE; RESEARCH QUESTIONS; CLASSIFICATION; CATEGORIZATION; SOM; COCITATION; DOCUMENTS

Abstract: The organization of large collections of documents has become more important with the increase in the amount of digital information available. In certain constricted domains of knowledge, keywords and subject descriptors tend to be similar and therefore insufficient to differentiate documents. In this context, instead of relying only on the presence of common terms, the identification of common cited references can be useful to define semantic relationship among documents. The purpose of this work is to add another instance on the research linking information retrieval and bibliometric techniques aided by information technology. A domain analytic method was developed to generate clusters of documents, which uses self-organizing maps, in the scope of artificial neural networks, to categorize documents. The results obtained show that this approach successfully identified clusters of authors and documents through their cited references. In addition, further qualitative analysis of these clusters demonstrates the existence of semantic relationships between the documents. This study can contribute to the development of the field of knowledge organization by evaluating the use of artificial neural networks in the automatic categorization of documents in a constricted knowledge domain based on the analysis of the references cited by these documents.

Addresses: [Gouvea Meireles, Magali Rezende] Pontificia Univ Catolica Minas Gerais, Inst Math Sci & Informat, BR-30535901 Belo Horizonte, MG, Brazil.
[Cendon, Beatriz Valadares] Univ Fed Minas Gerais, Sch Informat Sci, BR-31270901 Belo Horizonte, MG, Brazil.
[Maciel de Almeida, Paulo Eduardo] Fed Ctr Technol Educ Minas Gerais, Dept Comp, BR-30510000 Belo Horizonte, MG, Brazil.

E-mail Addresses: magali at pucminas.br; cendon at eci.ufmg.br; pema at lsi.cefetmg.br

Cited Reference Count: 35

Times Cited: 0

Publisher: ERGON-VERLAG, GROMBUHLSTR 7, 97080 WURZBURG, GERMANY

ISSN: 0943-7444

Web of Science Categories: Information Science & Library Science; INFORMATION SCIENCE & LIBRARY SCIENCE

Research Areas: Information Science & Library Science

IDS Number: AF7OJ

Unique ID: WOS:000334904100005

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Title:

Bibliometrics Contribution to the Metatheoretical and Domain Analysis Studies



Authors:

Castanha, RCG; Gracio, MCC



Author Full Names:

Gutierres Castanha, Renata Cristina; Cabrini Gracio, Maria Claudia



Source:

KNOWLEDGE ORGANIZATION, 41 (2):171-174; 2014



Language:

English



Document Type:

Article



Author Keywords:

knowledge, theory, domain analysis, information science, metatheory



KeyWords Plus:

INFORMATION-SCIENCE



Abstract:

Along with the growth of scientific production, the bibliometric studies

have become essential, providing relevant information about any domain

while identifying, highlighting and viewing the scientific knowledge

constructed within a theme, subject or knowledge area. This article

approaches the bibliometric studies under the light of metatheory and

domain analysis within the knowledge organization in information

science. domain analysis and metatheory are considered significant

contribution to bibliometric studies when emphasizing the need for

epistemological, sociological and historical analyzes, as well as other

qualitative approaches, encouraging researchers to reflect on the whole

composition of the research object, by means of different

methodological, theoretical and epistemological approaches. This study

aims at contributing to the discourse of the theoretical aspects of

bibliometric studies by presenting considerations concerning Hjorland's

domain analysis, as well as Ritzer's metatheoretical approach, featuring

discussions on major theories of a study field, since these approaches

together provide a more complete qualitative view upon an area, here,

represented by the bibliometric studies.



Addresses:

[Gutierres Castanha, Renata Cristina; Cabrini Gracio, Maria Claudia] UNESP Univ Estadual Paulista, BR-17525900 Marilia, SP, Brazil.



E-mail Addresses:

regutierres at gmail.com; cabrini at marilia.unesp.br



Cited Reference Count:

14



Times Cited:

0



Publisher:

ERGON-VERLAG, GROMBUHLSTR 7, 97080 WURZBURG, GERMANY



ISSN:

0943-7444



Web of Science Categories:

Information Science & Library Science; INFORMATION SCIENCE & LIBRARY SCIENCE



Research Areas:

Information Science & Library Science



IDS Number:

AF7OJ



Unique ID:

WOS:000334904100007



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Title:

Bibliometric Knowledge Organization: A Domain Analytic Method Using Artificial Neural Networks



Authors:

Meireles, MRG; Cendon, BV; de Almeida, PEM



Author Full Names:

Gouvea Meireles, Magali Rezende; Cendon, Beatriz Valadares; Maciel de

Almeida, Paulo Eduardo



Source:

KNOWLEDGE ORGANIZATION, 41 (2):145-159; 2014



Language:

English



Document Type:

Article



Author Keywords:

articles, documents, categorization, references, network



KeyWords Plus:

INFORMATION-SCIENCE; RESEARCH QUESTIONS; CLASSIFICATION; CATEGORIZATION; SOM; COCITATION; DOCUMENTS



Abstract:

The organization of large collections of documents has become more

important with the increase in the amount of digital information

available. In certain constricted domains of knowledge, keywords and

subject descriptors tend to be similar and therefore insufficient to

differentiate documents. In this context, instead of relying only on the

presence of common terms, the identification of common cited references

can be useful to define semantic relationship among documents. The

purpose of this work is to add another instance on the research linking

information retrieval and bibliometric techniques aided by information

technology. A domain analytic method was developed to generate clusters

of documents, which uses self-organizing maps, in the scope of

artificial neural networks, to categorize documents. The results

obtained show that this approach successfully identified clusters of

authors and documents through their cited references. In addition,

further qualitative analysis of these clusters demonstrates the

existence of semantic relationships between the documents. This study

can contribute to the development of the field of knowledge organization

by evaluating the use of artificial neural networks in the automatic

categorization of documents in a constricted knowledge domain based on

the analysis of the references cited by these documents.



Addresses:

[Gouvea Meireles, Magali Rezende] Pontificia Univ Catolica Minas Gerais, Inst Math Sci & Informat, BR-30535901 Belo Horizonte, MG, Brazil.

[Cendon, Beatriz Valadares] Univ Fed Minas Gerais, Sch Informat Sci, BR-31270901 Belo Horizonte, MG, Brazil.

[Maciel de Almeida, Paulo Eduardo] Fed Ctr Technol Educ Minas Gerais, Dept Comp, BR-30510000 Belo Horizonte, MG, Brazil.



E-mail Addresses:

magali at pucminas.br; cendon at eci.ufmg.br; pema at lsi.cefetmg.br



Cited Reference Count:

35



Times Cited:

0



Publisher:

ERGON-VERLAG, GROMBUHLSTR 7, 97080 WURZBURG, GERMANY



ISSN:

0943-7444



Web of Science Categories:

Information Science & Library Science; INFORMATION SCIENCE & LIBRARY SCIENCE



Research Areas:

Information Science & Library Science



IDS Number:

AF7OJ



Unique ID:

WOS:000334904100005



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