Diffusion of Latent Semantic Analysis as a Research Tool: A Social Network Analysis Approach
Latent Semantic Analysis (LSA) is a relatively new research tool with a wide range of applications in different fields ranging from discourse analysis to cognitive science, from information retrieval to machine learning and so on. In this paper, we chart the development and diffusion of LSA as a research tool using Social Network Analysis (SNA) approach that reveals the social structure of a discipline in terms of collaboration among scientists. Using Thomson Reuters’ Web of Science (WoS), we identified 65 papers with “Latent Semantic Analysis” in their titles and 250 papers in their topics (but not in titles) between 1990 and 2008. We then analyzed those papers using bibliometric and SNA techniques such as co-authorship and cluster analysis. It appears that as the emphasis moves from the research tool (LSA) itself to its applications in different fields, citations to papers with LSA in their titles tend to decrease. The productivity of authors fits Lotka’s Law while the network of authors is quite loose. Networks of journals cited in papers with LSA in their titles and topics are well connected.
![Diffusion of Latent Semantic Analysis as a Research Tool: A Social Network Analysis Approach Yaşar Tonta H acettepe University Department of Information Management [email_address] yunus.hacettepe.edu.tr/~tonta/ Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada. Hamid Darvish Çankaya University Department of Computer Engineering darvish @ cankaya . e du.tr academic.cankaya .edu.tr/~ darvish /](https://image.slidesharecdn.com/cusersuserdesktoptonta-darvish-vancouver-lsa-sna-nov-09-as-used-091108000014-phpapp01/85/Diffusion-of-Latent-Semantic-Analysis-as-a-Research-Tool-A-Social-Network-Analysis-Approach-1-320.jpg)
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Diffusion of Latent Semantic Analysis as a Research Tool: A Social Network Analysis Approach
- 1. Diffusion of Latent Semantic Analysis as a Research Tool: A Social Network Analysis Approach Yaşar Tonta H acettepe University Department of Information Management [email_address] yunus.hacettepe.edu.tr/~tonta/ Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada. Hamid Darvish Çankaya University Department of Computer Engineering darvish @ cankaya . e du.tr academic.cankaya .edu.tr/~ darvish /
- 7. # of papers on LSA and # of times cited Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada.
- 8. T hree LSA papers ( citation classics ) Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada.
- 9. Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada. Citations to seminal LSA papers
- 10. Centrality measures for journals cited in papers with LSA in titles and topics Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada. # of Journals Density Betweenness Closeness LSA in Title 275 0.31840 0.06155 0.71958 LSA in Topic 1,001 0.29466 0.02866 0.69763
- 11. The most prolific LSA researche r s Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada.
- 12. Network of LSA researchers with specialties Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada.
- 13. Network of journals cited in papers with LSA in titles Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada.
- 14. Network of journals cited in papers with LSA in topics Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada.
- 15. # of terms in cocited papers with LSA in titles Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada.
- 16. Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada. # of terms in cocited papers with LSA in topics
- 18. Diffusion of Latent Semantic Analysis as a Research Tool: A Social Network Analysis Approach Yaşar Tonta H acettepe University Department of Information Management [email_address] yunus.hacettepe.edu.tr/~tonta/ Symposium on Informetrics and Scientometrics Research, 2009 ASIS&T Annual Meeting , Nov . 6- 11, 2009, Vancouver, Canada. Hamid Darvish Çankaya University Department of Computer Engineering darvish @ cankaya . e du.tr academic.cankaya .edu.tr/~ darvish /