Text Mining and Drawing a Compiled Social Network of the Journal of Studies of Human Settlements Planning (JSHSP) Studies with a Scientometric Approach
Subject Areas : Urban and Regional Planning Studies
1 - Department of Computer Engineering, Payame Noor University, Iran
Keywords: Citation Analysis, Scientometric, Text Mining, Journal of Human Settlements Planning Studies,
Abstract :
The aim of this study is to review and the meaning, content and statistics analysis and articles status of the Journal of Human Settlements Planning Studies. To achieve this objective, scientometric techniques were used. To collect data and initial analysis, a software was designed. The population of this study was all articles of this journal which included 328 articles which were published from 2006 to 2016. Analyses included keywords' communicative clustering, drawing a compiled social network, detecting top researchers with regard to synthetic indicators and indicators related to a variety of centrality, identifying the most cited articles, the best researchers in terms of articles count and referral and top universities in terms of the number of articles published. The results showed that the journal's keywords were located in 5 thematic clusters and rural and tourism development were of the most frequent keywords. The journal's titles were located in 8 thematic clusters which clusters of guide plans' effects, social factors planning and tourism study in the rural areas were of the most important issues in the created clusters. In terms of organizational affiliation, the researchers of Islamic Azad University of Rasht have the most number of articles by participating in writing 93 articles and assigning 30%, and by considering the compiled social network, H-INDEX and the most cited researchers, it can be stated that Teimur Amar is considered as the most influential researcher in the Journal of Human Settlements Planning Studies.
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Vasfi, M., Mohammadian, S., & Bamir, M. (2014). Analysis of the Conceptual Structures and Text Mining Scientific Outputs of Political Science: with Emphasis on Islamic Studies. Quarterly Journal of Political Research in Islamic World, 4 (1), 123-140. (in Persian)
Železnik, D., Blažun Vošner, H., & Kokol, P. (2017). A bibliometric analysis of the Journal of Advanced Nursing, 1976-2015. Journal of Advanced Nursing. doi:10.1111/jan.13296
_||_Ahmadi, H., Salimi, A., & Fathi, L. (2014). Citation Analysis and the Relation of Co-authorship in the Journal of Iranian Association of Arabic Language and Literature (Case Journals No. 1-20). Journal of the Iranian Association of Arabic Language and Literature, 9 (29), 149-170. (in Persian)
Alinejad Chamazkoti, F., & Mirhaghjoo Langroodi, S.S. (2015). Analysis and Investigation of the Articles in the Journal of Geography and Planning during 2010-2014 Recorded in Islamic World Science Citation Center. Journal of Geography and Planning, 19 (54), 329-344. (in Persian)
Aminpour, F. (2012). The influence of Iranian scientific journals in disseminating medical information. J Res Med Sci, 17(2), 171-175. (in Persian)
Bazrafshan, A., & Mostafavi, E. (2011). A Scientometric Overview of 36 Years. JHA, 14 (45), 7-10. (in Persian)
Buboltz, w., Deemer, E., & Hoffmann, R. (2010). Content analysis of the Journal of Counseling Psychology. Journal of Coinseling Psychology, 21(2), 368-375.
Fathabadi, J., Kamari, S., & Sharifi, M. (2015). Trend of Psychological Research Published in the Journal of Psychology from 1996 to 2012. Journal of Psychology, 19 (2), 199-213. (in Persian)
Fico, F. G., Lacy, S., & Riffe, D. (2008). A content analysis guide for media economics scholars. Journal of media economics, 21(2), 114-130.
Garavand, A., & Kazemnejad, A. (2016). Content Analysis and Collaboration Rate of Published Articles in Police Medicine Journal During 2012-2016. Journal of Police Medicine, 5 (2), 161-169. (in Persian)
Gholi Famian, A. (2014). Two decades of Conferences in Iranian Linguistics; A Scientometric Study. Institute of Humanities and Cultural Studies, 5 (1), 103-123. (in Persian)
Hood, W.W. & Wilson, C. (2001). The literature of bibliometrics, scientometrics, and informetrics. Scientometrics, 52 (2), 291-314.
jshsp. (2017). Retrieved from Scientific Journal Management System: http://jshsp.iaurasht.ac.ir/
Khasseh, A. A., Fakhar, M., Soosaraei, M., & Sadeghi, S. (2011). Present situation of scientific productions of Iranian researchers in parasitology domain in ISI databases. Iran J Med Microbiol, 5 (1 and 2), 53-65. (in Persian)
Khasseh, A.A., Soosaraei, M., & Fakhar, M. (2016). Cluster Analysis and Mapping of Iranian Researchers in the Field of Parasitology:With an Emphasis on the Co-authoreship Indicators and H Index. Iranian Journal of Medical Microbiology, 10 (2), 63-74. (in Persian)
msrt. (2017). Retrieved from Iran Research Information System: http://journals.msrt.ir
Noie, M. (2011). Considering articles of journal of geographical Landscape of Islamic Azad University, Rasht Branch (2006-2010). Journal of Geographical Landscape, 6(14), 158-171. (in Persian)
Rogers, D. W, Hendee, W.R, & Orton, C.G. (2006). Scientific citation indices are useful in evaluating medical physicists for promotion and tenure. For the proposition. the international Journal Of Medical Physics Research And Practice, 33 (1), 1-3. doi:10.1118/1.2142597
Rowe, F. (2014). What literature review is not: Diversity, boundaries and recommendations. European Journal of Information Systems, 23(3), 241-255.
Satpathy, S., Maharana, R., & Das, A. (2013). Open source journals of library and information science: a bibliometric study. Collection Building, 33(1), 15-20.
Shafiullah, Y., Khaparde, V., & Alhamdi, F. A. (2015). The Electronic Library Journal: A bibliometric study (2010 to 2014). International Journal of Academic Library and Information Science, 3 (8), 226-235.
Sohieli, F., Cheshme, S. M., & Atashpaykar, S. (2015). Co-authorship network analysis of Iranian medical science researchers: A social network analysis. CJS, 2 (1), 24-32. (in Persian)
Tan, A. (1999). Text Mining: The state of the art and the challenges. Proceedings of the Pacific Asia Conf on Knowledge Discovery and Data Mining PAKDD'99 workshop on Knowledge Discovery from Advanced Databases (KDAD'99), 65-70.
Thilagavathi, K., & Shanmuga Priya, V. (2014). A Survey of Text Mining: Retrieval, Extraction and Indexing Techniques. International Journal Of Research In Computer Applications And Robotics, 2 (10), 41-50.
Tsay, M. Y. (2011). A Bibliometric Analysis on the Journal of Information Science. Journal of Library and Information Science Research, 5(2), 1-28.
Van Eck, N.J. & Waltman, L. (2017). Citation-based clustering of publications using CitNetExplorer and VOSviewer. Scientometrics, 111(2), 1053-1070. doi: 10. 1007/ s11192-017-2300-7
Van Eck, N.J., & Waltman, L. (2011). Text mining and visualization using VOSviewer. ISSI Newsletter, 7 (3), 50-54.
Van Raan, A. (2004). Sleeping Beauties in science. Scientometrics. An International Journal for all Quantitative Aspects of the Science of Science, Communication in Science and Science Policy, 59(3), 467-472. doi: 10. 1023 / B : SCIE. 0000018543.82441.f1
Vasfi, M., Mohammadian, S., & Bamir, M. (2014). Analysis of the Conceptual Structures and Text Mining Scientific Outputs of Political Science: with Emphasis on Islamic Studies. Quarterly Journal of Political Research in Islamic World, 4 (1), 123-140. (in Persian)
Železnik, D., Blažun Vošner, H., & Kokol, P. (2017). A bibliometric analysis of the Journal of Advanced Nursing, 1976-2015. Journal of Advanced Nursing. doi:10.1111/jan.13296