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Combining co-citation clustering and text-based analysis to reveal the main development paths of smart cities

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  • Mora, Luca
  • Deakin, Mark
  • Reid, Alasdair

Abstract

Bibliometrics is a powerful tool for analyzing knowledge domains and revealing their cognitive-epistemological structure. Different mathematical models and statistical techniques have been proposed and tested to carry out bibliometric analyses and demonstrate their effectiveness in uncovering how fields of research are intellectually structured. These include two hybrid techniques that allow clusters of related documents obtained from a co-citation analysis to be labeled using textual data. This paper reports on the findings of a bibliometric study in which these hybrid techniques are combined to: (1) build and visualize the network of publications shaping the intellectual structure of the smart city research field by considering the first two decades of literature dealing with this subject; (2) map the clusters of thematically-related publications; and (3) reveal the emerging development paths of smart cities that each thematic cluster represents and the strategic principles they embody. The five development paths which the analysis uncovers and the strategic principles each stands on are then compared by reviewing the most recent literature on smart cities. Overall, this bibliometric study offers a systematic review of the research on smart cities produced since 1992 and helps bridge the division affecting this research area, demonstrating that it is caused by the dichotomous nature of the development paths of smart cities that each thematic cluster relates to and the strategic principles they in turn support.

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  • Mora, Luca & Deakin, Mark & Reid, Alasdair, 2019. "Combining co-citation clustering and text-based analysis to reveal the main development paths of smart cities," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 56-69.
    • Handle: RePEc:eee:tefoso:v:142:y:2019:i:c:p:56-69
    DOI: 10.1016/j.techfore.2018.07.019
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    as
    1. M. Meyer & D. Libaers & B. Thijs & K. Grant & W. Glänzel & K. Debackere, 2014. "Origin and emergence of entrepreneurship as a research field," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(1), pages 473-485, January.
    2. Yueyang Zhao & Lei Cui & Hua Yang, 2009. "Evaluating reliability of co-citation clustering analysis in representing the research history of subject," Scientometrics, Springer;Akadémiai Kiadó, vol. 80(1), pages 91-102, July.
    3. Michael H. MacRoberts & Barbara R. MacRoberts, 1989. "Problems of citation analysis: A critical review," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 40(5), pages 342-349, September.
    4. Jenni Viitanen & Richard Kingston, 2014. "Smart Cities and Green Growth: Outsourcing Democratic and Environmental Resilience to the Global Technology Sector," Environment and Planning A, , vol. 46(4), pages 803-819, April.
    5. Robert R. Braam & Henk F. Moed & Anthony F. J. van Raan, 1991. "Mapping of science by combined co‐citation and word analysis. I. Structural aspects," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 42(4), pages 233-251, May.
    6. Luca Mora & Roberto Bolici & Mark Deakin, 2017. "The First Two Decades of Smart-City Research: A Bibliometric Analysis," Journal of Urban Technology, Taylor & Francis Journals, vol. 24(1), pages 3-27, January.
    7. Loet Leydesdorff & Björn Hammarfelt & Almila Salah, 2011. "The structure of the Arts & Humanities Citation Index: A mapping on the basis of aggregated citations among 1,157 journals," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 62(12), pages 2414-2426, December.
    8. Peter Ingwersen & Birger Larsen & J. Carlos Garcia-Zorita & Antonio Eleazar Serrano-López & Elias Sanz-Casado, 2014. "Influence of proceedings papers on citation impact in seven sub-fields of sustainable energy research 2005–2011," Scientometrics, Springer;Akadémiai Kiadó, vol. 101(2), pages 1273-1292, November.
    9. Katherine W. McCain, 1991. "Mapping economics through the journal literature: An experiment in journal cocitation analysis," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 42(4), pages 290-296, May.
    10. Henry Small, 1973. "Co‐citation in the scientific literature: A new measure of the relationship between two documents," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 24(4), pages 265-269, July.
    11. Ruobing Chi & Jonathan Young, 2013. "The interdisciplinary structure of research on intercultural relations: a co-citation network analysis study," Scientometrics, Springer;Akadémiai Kiadó, vol. 96(1), pages 147-171, July.
    12. Federico Cugurullo, 2013. "How to Build a Sandcastle: An Analysis of the Genesis and Development of Masdar City," Journal of Urban Technology, Taylor & Francis Journals, vol. 20(1), pages 23-37, January.
    13. M.J. Cobo & A.G. López-Herrera & E. Herrera-Viedma & F. Herrera, 2011. "Science mapping software tools: Review, analysis, and cooperative study among tools," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 62(7), pages 1382-1402, July.
    14. Lee, Jung Hoon & Hancock, Marguerite Gong & Hu, Mei-Chih, 2014. "Towards an effective framework for building smart cities: Lessons from Seoul and San Francisco," Technological Forecasting and Social Change, Elsevier, vol. 89(C), pages 80-99.
    15. Alan Wiig, 2018. "Secure the city, revitalize the zone: Smart urbanization in Camden, New Jersey," Environment and Planning C, , vol. 36(3), pages 403-422, May.
    16. Luís Carvalho, 2015. "Smart cities from scratch? A socio-technical perspective," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 8(1), pages 43-60.
    17. Robert G. Hollands, 2015. "Critical interventions into the corporate smart city," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 8(1), pages 61-77.
    18. Ibrahim Abaker Targio Hashem & Nor Badrul Anuar & Abdullah Gani & Ibrar Yaqoob & Feng Xia & Samee Ullah Khan, 2016. "MapReduce: Review and open challenges," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(1), pages 389-422, October.
    19. Lazaroiu, George Cristian & Roscia, Mariacristina, 2012. "Definition methodology for the smart cities model," Energy, Elsevier, vol. 47(1), pages 326-332.
    20. Ming-yueh Tsay & Hong Xu & Chia-wen Wu, 2003. "Journal co-citation analysis of semiconductor literature," Scientometrics, Springer;Akadémiai Kiadó, vol. 57(1), pages 7-25, May.
    21. Bastiaan Baccarne & Peter Mechant & Dimitri Schuurman, 2014. "Empowered Cities? An Analysis of the Structure and Generated Value of the Smart City Ghent," Progress in IS, in: Renata Paola Dameri & Camille Rosenthal-Sabroux (ed.), Smart City, edition 127, pages 157-182, Springer.
    22. Sotiris Zygiaris, 2013. "Smart City Reference Model: Assisting Planners to Conceptualize the Building of Smart City Innovation Ecosystems," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 4(2), pages 217-231, June.
    23. M.J. Cobo & A.G. López‐Herrera & E. Herrera‐Viedma & F. Herrera, 2011. "Science mapping software tools: Review, analysis, and cooperative study among tools," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 62(7), pages 1382-1402, July.
    24. Markus Gmür, 2003. "Co-citation analysis and the search for invisible colleges: A methodological evaluation," Scientometrics, Springer;Akadémiai Kiadó, vol. 57(1), pages 27-57, January.
    25. Ying Ding & Gobinda G. Chowdhury & Schubert Foo, 2000. "Journal as Markers of Intellectual Space: Journal Co-Citation Analysis of Information Retrieval Area, 1987–1997," Scientometrics, Springer;Akadémiai Kiadó, vol. 47(1), pages 55-73, January.
    26. Robert G. Hollands, 2008. "Will the real smart city please stand up?," City, Taylor & Francis Journals, vol. 12(3), pages 303-320, December.
    27. Adrián Kovács & Bart Looy & Bruno Cassiman, 2015. "Exploring the scope of open innovation: a bibliometric review of a decade of research," Scientometrics, Springer;Akadémiai Kiadó, vol. 104(3), pages 951-983, September.
    28. Caragliu, A. & Del Bo, C. & Nijkamp, P., 2009. "Smart cities in Europe," Serie Research Memoranda 0048, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics.
    29. David Adam, 2002. "The counting house," Nature, Nature, vol. 415(6873), pages 726-729, February.
    30. Vito Albino & Umberto Berardi & Rosa Maria Dangelico, 2015. "Smart Cities: Definitions, Dimensions, Performance, and Initiatives," Journal of Urban Technology, Taylor & Francis Journals, vol. 22(1), pages 3-21, January.
    31. Gao-Yong Liu & Ji-Ming Hu & Hui-Ling Wang, 2012. "A co-word analysis of digital library field in China," Scientometrics, Springer;Akadémiai Kiadó, vol. 91(1), pages 203-217, April.
    32. Katherine W. McCain, 1990. "Mapping authors in intellectual space: A technical overview," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 41(6), pages 433-443, September.
    33. Wolfgang Glänzel & Bart Thijs, 2011. "Using ‘core documents’ for the representation of clusters and topics," Scientometrics, Springer;Akadémiai Kiadó, vol. 88(1), pages 297-309, July.
    34. Zao Liu, 2005. "Visualizing the intellectual structure in urban studies: A journal co-citation analysis (1992-2002)," Scientometrics, Springer;Akadémiai Kiadó, vol. 62(3), pages 385-402, March.
    35. Loet Leydesdorff & Ismael Rafols, 2009. "A global map of science based on the ISI subject categories," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 60(2), pages 348-362, February.
    36. Renata Paola Dameri, 2014. "Comparing Smart and Digital City: Initiatives and Strategies in Amsterdam and Genoa. Are They Digital and/or Smart?," Progress in IS, in: Renata Paola Dameri & Camille Rosenthal-Sabroux (ed.), Smart City, edition 127, pages 45-88, Springer.
    37. Benoît Godin, 2006. "On the origins of bibliometrics," Scientometrics, Springer;Akadémiai Kiadó, vol. 68(1), pages 109-133, July.
    38. Paroutis, Sotirios & Bennett, Mark & Heracleous, Loizos, 2014. "A strategic view on smart city technology: The case of IBM Smarter Cities during a recession," Technological Forecasting and Social Change, Elsevier, vol. 89(C), pages 262-272.
    39. Jie Zhu & Weijian Hua, 2017. "Visualizing the knowledge domain of sustainable development research between 1987 and 2015: a bibliometric analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 110(2), pages 893-914, February.
    40. Robert R. Braam & Henk F. Moed & Anthony F. J. van Raan, 1991. "Mapping of science by combined co‐citation and word analysis. II: Dynamical aspects," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 42(4), pages 252-266, May.
    41. Renata Paola Dameri, 2017. "Smart City Implementation," Progress in IS, Springer, number 978-3-319-45766-6, June.
    42. Jesper W. Schneider & Birger Larsen & Peter Ingwersen, 2009. "A comparative study of first and all-author co-citation counting, and two different matrix generation approaches applied for author co-citation analyses," Scientometrics, Springer;Akadémiai Kiadó, vol. 80(1), pages 103-130, July.
    43. Loet Leydesdorff, 1997. "Why words and co‐words cannot map the development of the sciences," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 48(5), pages 418-427, May.
    44. Ola Söderström & Till Paasche & Francisco Klauser, 2014. "Smart cities as corporate storytelling," City, Taylor & Francis Journals, vol. 18(3), pages 307-320, June.
    45. Katherine W. McCain, 1986. "Cocited author mapping as a valid representation of intellectual structure," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 37(3), pages 111-122, May.
    46. Wen-Lung Shiau & Yogesh K. Dwivedi, 2013. "Citation and co-citation analysis to identify core and emerging knowledge in electronic commerce research," Scientometrics, Springer;Akadémiai Kiadó, vol. 94(3), pages 1317-1337, March.
    47. Leonardo Reyes-Gonzalez & Claudia N. Gonzalez-Brambila & Francisco Veloso, 2016. "Using co-authorship and citation analysis to identify research groups: a new way to assess performance," Scientometrics, Springer;Akadémiai Kiadó, vol. 108(3), pages 1171-1191, September.
    48. Annalisa Cocchia, 2014. "Smart and Digital City: A Systematic Literature Review," Progress in IS, in: Renata Paola Dameri & Camille Rosenthal-Sabroux (ed.), Smart City, edition 127, pages 13-43, Springer.
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