Skip to main content
Erschienen in: The Journal of Supercomputing 12/2018

23.05.2017

Information science techniques for investigating research areas: a case study in telecommunications policy

verfasst von: Sung-Kil Kim, Junseok Oh

Erschienen in: The Journal of Supercomputing | Ausgabe 12/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In an attempt to develop an understanding of existing research trends and to inform the development of new research in the field of telecommunications, literature reviews are being conducted. As an effort for investigating research trend, our research suggests the application of a text mining analysis technique to identify the knowledge structures of academic research in the field of telecommunications policy and to pinpoint future research opportunities. In this study, three analytical techniques were employed: a productivity analysis; a contents analysis based on topic modeling and word co-occurrence; and an author co-citation analysis based on a hierarchical clustering algorithm, multidimensional scaling, and a factor analysis. The findings from the research productivity analysis imply that the journal ‘Telecommunications Policy’ has greatly contributed to the publication of studies related to telecommunications policy. Moreover, our research institution analysis results indicate that telecommunication policy studies are undertaken by experts in various research fields. The contents and citation analysis results demonstrate that many studies related to telecommunications policy cover infrastructure-related topics, including the design, arrangement, and distribution of telecommunications networks. By contrast, recent studies are found to focus on the privacy and digital divide issues that may arise in connection with the application of telecommunications networks to other information technologies or industrial areas. However, the area of policy research that focuses on the application of information technologies still concentrates on the methods for the application of existing services—such as broadcasting and multimedia—without paying sufficient attention to the policy issues that may arise from the application of cloud computing, the Internet of Things, or big data analytics, services that have emerged with the recent expansion of wireless communications networks. In this sense, there is a need for discussions about the policies to respond to the increasing use of radio frequencies owing to the expansion of the Internet of Things, and to promote the efficient and safe control of data transmitted in real time on the wireless Internet. Studies of new technologies in the telecommunications policy field should be carried out in view of local and national characteristics. At the same time, further studies should consider efficient and reasonable ways to export telecommunications and networking technologies to countries that seek to invest in or expand their telecommunications networks to new information technologies. Expanding on this research, more text mining techniques for analyzing large amounts of text data and for clustering and visualizing them need to be considered.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
3.
Zurück zum Zitat Greaves F, Ramirez-Cano D, Mullett C, Darzi A, Donaldson L (2013) Use of sentiment analysis for capturing patient experience from free-text comments posted online. J Med Internet Res 15(11):e239. doi:10.2196/jmir.2721 CrossRef Greaves F, Ramirez-Cano D, Mullett C, Darzi A, Donaldson L (2013) Use of sentiment analysis for capturing patient experience from free-text comments posted online. J Med Internet Res 15(11):e239. doi:10.​2196/​jmir.​2721 CrossRef
6.
Zurück zum Zitat Poelmans J, Hulle MMV, Viaene S, Elzinga P, Dedene G (2011) Text mining with emergent self organizing maps and multi-dimensional scaling: a comparative study on domestic violence. Appl Soft comput 11:3870–3876. doi:10.1016/j.asoc.2011.02.026 CrossRef Poelmans J, Hulle MMV, Viaene S, Elzinga P, Dedene G (2011) Text mining with emergent self organizing maps and multi-dimensional scaling: a comparative study on domestic violence. Appl Soft comput 11:3870–3876. doi:10.​1016/​j.​asoc.​2011.​02.​026 CrossRef
8.
Zurück zum Zitat Iwashita M, Shimogawa S, Nishimatsu K (2009) Text mining for customer enquiries in telecommunication services. In: Knowledge-based and intelligent information and engineering systems. Lecture Notes in Computer Science, vol 5712, pp 228–235. doi:10.1007/978-3-642-04592-9_29 CrossRef Iwashita M, Shimogawa S, Nishimatsu K (2009) Text mining for customer enquiries in telecommunication services. In: Knowledge-based and intelligent information and engineering systems. Lecture Notes in Computer Science, vol 5712, pp 228–235. doi:10.​1007/​978-3-642-04592-9_​29 CrossRef
12.
Zurück zum Zitat Andrews JE (2003) An author co-citation analysis of medical informatics. J Med Libr Assoc 91(1):47–56 PMID: 12568157 Andrews JE (2003) An author co-citation analysis of medical informatics. J Med Libr Assoc 91(1):47–56 PMID: 12568157
16.
Zurück zum Zitat Diaz-Faes AA, Bordons M (2014) Acknowledgments in scientific publications: presence in spanish science and text patterns across disciplines. J Assoc Inf Sci Technol 65(9):1834–1849. doi:10.1002/asi.23081 CrossRef Diaz-Faes AA, Bordons M (2014) Acknowledgments in scientific publications: presence in spanish science and text patterns across disciplines. J Assoc Inf Sci Technol 65(9):1834–1849. doi:10.​1002/​asi.​23081 CrossRef
19.
Zurück zum Zitat Thomson Reuters (2012) Web of knowledge web services lite v.3.0, white paper Thomson Reuters (2012) Web of knowledge web services lite v.3.0, white paper
20.
Zurück zum Zitat Anderson JC, Lehnardt J, Slater N (2010) CouchDB: the definitive guide, 1st edn. O’Reilly Media, Sebastopol Anderson JC, Lehnardt J, Slater N (2010) CouchDB: the definitive guide, 1st edn. O’Reilly Media, Sebastopol
21.
Zurück zum Zitat Holt B (2011) Writing and querying MapReduce views in CouchDB, 1st edn. O’Reilly Media, Sebastopol Holt B (2011) Writing and querying MapReduce views in CouchDB, 1st edn. O’Reilly Media, Sebastopol
22.
Zurück zum Zitat Papadimitrious CH, Raghavan P, Tamaki H, Vempala S (1998) Latent semantic indexing: a probabilistic analysis. In: Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems, pp 159–168 Papadimitrious CH, Raghavan P, Tamaki H, Vempala S (1998) Latent semantic indexing: a probabilistic analysis. In: Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems, pp 159–168
23.
Zurück zum Zitat Hofmann T (1999) Probabilistic latent semantic indexing. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp 50–57 Hofmann T (1999) Probabilistic latent semantic indexing. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp 50–57
24.
Zurück zum Zitat Fortuna B, Grobelnik M, Mladenic D (2005) Visualization of text document corpus. Informatica 29:497–502 Fortuna B, Grobelnik M, Mladenic D (2005) Visualization of text document corpus. Informatica 29:497–502
25.
Zurück zum Zitat Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Mach Learn Res 3:993–1022 Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Mach Learn Res 3:993–1022
27.
Zurück zum Zitat Girvan M, Newman MEJ (2002) Community structure in social and biological networks. Proc Natl Acad Sci USA 99(12):7821–7826MathSciNetCrossRef Girvan M, Newman MEJ (2002) Community structure in social and biological networks. Proc Natl Acad Sci USA 99(12):7821–7826MathSciNetCrossRef
29.
Zurück zum Zitat Matsuo Y, Sakaki T, Uchiyama K, Ishizuka M (2006) Graph-based word clustering using a web search engine. In: Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing, pp 542–550 Matsuo Y, Sakaki T, Uchiyama K, Ishizuka M (2006) Graph-based word clustering using a web search engine. In: Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing, pp 542–550
33.
Zurück zum Zitat Kruskal JB, Wish M (1978) Multidimensional scaling. Sage Publication, Thousand OaksCrossRef Kruskal JB, Wish M (1978) Multidimensional scaling. Sage Publication, Thousand OaksCrossRef
34.
Zurück zum Zitat Busing FMTA, Commandeur JJF, Heiser WJ, Bandilla W, Faulbaum F (1997) PROXSCAL: a multidimensional scaling program for individual differences scaling with constraints. Adv Stat Softw 6:67–73 Busing FMTA, Commandeur JJF, Heiser WJ, Bandilla W, Faulbaum F (1997) PROXSCAL: a multidimensional scaling program for individual differences scaling with constraints. Adv Stat Softw 6:67–73
35.
Zurück zum Zitat Young FW, Takane Y, Lewyckyj R (1978) ALSCAL: a nonmetric multidimensional scaling program with several individual-differences options. Behav Res Methods 10:451–453. doi:10.3758/BF03205177 CrossRef Young FW, Takane Y, Lewyckyj R (1978) ALSCAL: a nonmetric multidimensional scaling program with several individual-differences options. Behav Res Methods 10:451–453. doi:10.​3758/​BF03205177 CrossRef
36.
Zurück zum Zitat Carroll JD, Chang JJ (1970) Analysis of individual differences in multidimensional scaling via an N-way generalization of Eckart-Young decomposition. Psychometrika 35:283–319. doi:10.1007/BF02310791 CrossRefMATH Carroll JD, Chang JJ (1970) Analysis of individual differences in multidimensional scaling via an N-way generalization of Eckart-Young decomposition. Psychometrika 35:283–319. doi:10.​1007/​BF02310791 CrossRefMATH
39.
Zurück zum Zitat Hair JF, Black WC, Babin BJ, Anderson RE (2009) Multivariate data analysis, 7th edn. Prentice Hall, Upper Saddle River Hair JF, Black WC, Babin BJ, Anderson RE (2009) Multivariate data analysis, 7th edn. Prentice Hall, Upper Saddle River
40.
Zurück zum Zitat Burley JB, Singhal VBP, Burley CJ, Fasser D, Churchward C, Hellekson D, Raharizafy I (2009) Citation analysis of transportation research literature: a multi-dimensional map of the roadside universe. Landsc Res 34(4):481–495. doi:10.1080/01426390903009297 CrossRef Burley JB, Singhal VBP, Burley CJ, Fasser D, Churchward C, Hellekson D, Raharizafy I (2009) Citation analysis of transportation research literature: a multi-dimensional map of the roadside universe. Landsc Res 34(4):481–495. doi:10.​1080/​0142639090300929​7 CrossRef
41.
Zurück zum Zitat Feldman R, Sanger J (2006) The text mining handbook: advanced approaches in analyzing unstructured data. Cambridge University Press, CambridgeCrossRef Feldman R, Sanger J (2006) The text mining handbook: advanced approaches in analyzing unstructured data. Cambridge University Press, CambridgeCrossRef
42.
Zurück zum Zitat Witten IH, Paynter GW, Frank E, Gutwin C, Nevill-Manning CG (1999) KEA: practical automatic keyphrase extraction. In: Proceedings of the Fourth ACM Conference on Digital Libraries, pp 254–255 Witten IH, Paynter GW, Frank E, Gutwin C, Nevill-Manning CG (1999) KEA: practical automatic keyphrase extraction. In: Proceedings of the Fourth ACM Conference on Digital Libraries, pp 254–255
44.
Zurück zum Zitat Griffith BC (1980) Key papers in information science. Knowledge Industry Publications Inc, New York Griffith BC (1980) Key papers in information science. Knowledge Industry Publications Inc, New York
45.
Zurück zum Zitat Kerlinger FN, Lee HB (1999) Foundations of behavioral research, 4th edn. Cenagage Learning, Boston Kerlinger FN, Lee HB (1999) Foundations of behavioral research, 4th edn. Cenagage Learning, Boston
46.
Zurück zum Zitat Ahlgren P, Jarneving B, Rousseau R (2003) Requirements for a cocitation similarity measure, with special reference to pearson’s correlation coefficient. J Am Soc Inf Sci Technol 54(6):550–560. doi:10.1002/asi.10242 CrossRef Ahlgren P, Jarneving B, Rousseau R (2003) Requirements for a cocitation similarity measure, with special reference to pearson’s correlation coefficient. J Am Soc Inf Sci Technol 54(6):550–560. doi:10.​1002/​asi.​10242 CrossRef
48.
Zurück zum Zitat Leydesdorff L, Vaughan L (2006) Co-occurrence matrices and their applications in information science: extending ACA to the web environment. J Am Soc Inf Sci Technol 57(12):1616–1628. doi:10.1002/asi.20335 CrossRef Leydesdorff L, Vaughan L (2006) Co-occurrence matrices and their applications in information science: extending ACA to the web environment. J Am Soc Inf Sci Technol 57(12):1616–1628. doi:10.​1002/​asi.​20335 CrossRef
49.
Zurück zum Zitat Zhao H, Lin X (2010) A comparison of mapping algorithms for author co-citation data analysis. Proc Am Soc Inf Sci Technol 2010:1–3 Zhao H, Lin X (2010) A comparison of mapping algorithms for author co-citation data analysis. Proc Am Soc Inf Sci Technol 2010:1–3
Metadaten
Titel
Information science techniques for investigating research areas: a case study in telecommunications policy
verfasst von
Sung-Kil Kim
Junseok Oh
Publikationsdatum
23.05.2017
Verlag
Springer US
Erschienen in
The Journal of Supercomputing / Ausgabe 12/2018
Print ISSN: 0920-8542
Elektronische ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-017-2062-2

Weitere Artikel der Ausgabe 12/2018

The Journal of Supercomputing 12/2018 Zur Ausgabe