IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v9y2017i4p541-d94915.html
   My bibliography  Save this article

Global Interdependence of Collaborative R&D-Typology and Association of International Co-Patenting

Author

Listed:
  • Hsin-Ning Su

    (Graduate Institute of Technology Management, National Chung Hsing University, No. 250, KuoKuang Rd., Taichung 402, Taiwan)

Abstract

Economic globalization implies a growing interdependence of resources across countries. Technological R&D and cross-border collaboration are often identified as the primary driving forces in the process. This study aims to holistically analyze global landscape of international collaboration and identify influential countries and the interdependencies among countries. A total of 458,381 international patents granted by the United States Patent and Trademark Office (USPTO) from 1976 to 2013 are analyzed and the structure of international collaboration network is created. It is found that highly developed and small countries usually show a higher degree of internationalization. However, emerging countries such as China present high collaborative influences. The highly skewed collaboration distribution indicates significant inequality of internationalization, which is indeed a hurdle to a country’s technological mobility. It can be observed that most pairs of interdependent countries are neighboring or even bordering countries because of their similar historical, linguistic and cultural heritages. Several contributions of this study are summarized as follows: (1) this study first proposes the II, IA, II-IA, IA-AA, and II-IA-AA system for classifying international patent; (2) all international patents (38-year time span) from USPTO are examined without sampling; (3) association rule mining is used to evaluate the interdependency of international collaboration; and (4) network structures illustrating 38 years international co-patenting are visually presented.

Suggested Citation

  • Hsin-Ning Su, 2017. "Global Interdependence of Collaborative R&D-Typology and Association of International Co-Patenting," Sustainability, MDPI, vol. 9(4), pages 1-28, April.
  • Handle: RePEc:gam:jsusta:v:9:y:2017:i:4:p:541-:d:94915
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/9/4/541/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/9/4/541/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Lanjouw, Jean O & Schankerman, Mark, 2001. "Characteristics of Patent Litigation: A Window on Competition," RAND Journal of Economics, The RAND Corporation, vol. 32(1), pages 129-151, Spring.
    2. Guan, Jiancheng & Liu, Na, 2016. "Exploitative and exploratory innovations in knowledge network and collaboration network: A patent analysis in the technological field of nano-energy," Research Policy, Elsevier, vol. 45(1), pages 97-112.
    3. David J. Teece, 2003. "Competition, Cooperation, and Innovation Organizational Arrangements for Regimes of Rapid Technological Progress," World Scientific Book Chapters, in: Essays In Technology Management And Policy Selected Papers of David J Teece, chapter 16, pages 447-474, World Scientific Publishing Co. Pte. Ltd..
    4. Joel A. C. Baum & Tony Calabrese & Brian S. Silverman, 2000. "Don't go it alone: alliance network composition and startups' performance in Canadian biotechnology," Strategic Management Journal, Wiley Blackwell, vol. 21(3), pages 267-294, March.
    5. repec:adr:anecst:y:2005:i:79-80:p:07 is not listed on IDEAS
    6. Manuel Trajtenberg, 1990. "A Penny for Your Quotes: Patent Citations and the Value of Innovations," RAND Journal of Economics, The RAND Corporation, vol. 21(1), pages 172-187, Spring.
    7. Jung, Hyun-Joon & Na, Kyoung-Youn & Yoon, Chang-Ho, 2013. "The role of ICT in Korea’s economic growth: Productivity changes across industries since the 1990s," Telecommunications Policy, Elsevier, vol. 37(4), pages 292-310.
    8. Mohammad Amin & Jamal Haidar, 2014. "Trade facilitation and country size," Empirical Economics, Springer, vol. 47(4), pages 1441-1466, December.
    9. Marco, Alan C., 2005. "The option value of patent litigation: Theory and evidence," Review of Financial Economics, Elsevier, vol. 14(3-4), pages 323-351.
    10. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    11. Wolfgang Keller, 2002. "Geographic Localization of International Technology Diffusion," American Economic Review, American Economic Association, vol. 92(1), pages 120-142, March.
    12. Criscuolo, Paola, 2005. "On the road again: Researcher mobility inside the R&D network," Research Policy, Elsevier, vol. 34(9), pages 1350-1365, November.
    13. Gautam Ahuja, 2000. "The duality of collaboration: inducements and opportunities in the formation of interfirm linkages," Strategic Management Journal, Wiley Blackwell, vol. 21(3), pages 317-343, March.
    14. Bernard L. Simonin, 1999. "Ambiguity and the process of knowledge transfer in strategic alliances," Strategic Management Journal, Wiley Blackwell, vol. 20(7), pages 595-623, July.
    15. Bas, Christian Le & Sierra, Christophe, 2002. "'Location versus home country advantages' in R&D activities: some further results on multinationals' locational strategies," Research Policy, Elsevier, vol. 31(4), pages 589-609, May.
    16. Zuliu F. Hu & Mohsin S. Khan, 1997. "Why Is China Growing So Fast?," IMF Staff Papers, Palgrave Macmillan, vol. 44(1), pages 103-131, March.
    17. Kim, Jeeeun & Lee, Sungjoo, 2015. "Patent databases for innovation studies: A comparative analysis of USPTO, EPO, JPO and KIPO," Technological Forecasting and Social Change, Elsevier, vol. 92(C), pages 332-345.
    18. Jeffrey Furman & Margaret K. Kyle & Alain Cockburn & Rebecca M. Henderson, 2005. "Public & Private Spillovers: Location and the Productivity of Pharmaceutical Research," Annals of Economics and Statistics, GENES, issue 79-80, pages 165-188.
    19. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    20. Goto, Akira & Motohashi, Kazuyuki, 2007. "Construction of a Japanese Patent Database and a first look at Japanese patenting activities," Research Policy, Elsevier, vol. 36(9), pages 1431-1442, November.
    21. Serapio Jr., Manuel G. & Dalton, Donald H., 1999. "Globalization of industrial R&D: an examination of foreign direct investments in R&D in the United States," Research Policy, Elsevier, vol. 28(2-3), pages 303-316, March.
    22. Andrea Filippetti & Marion Frenz & Grazia Ietto-Gillies, 2011. "Are Innovation and Internationalization Related? An Analysis of European Countries," Industry and Innovation, Taylor & Francis Journals, vol. 18(5), pages 437-459.
    23. Nemet, Gregory F. & Johnson, Evan, 2012. "Do important inventions benefit from knowledge originating in other technological domains?," Research Policy, Elsevier, vol. 41(1), pages 190-200.
    24. Tijssen, Robert J. W., 2001. "Global and domestic utilization of industrial relevant science: patent citation analysis of science-technology interactions and knowledge flows," Research Policy, Elsevier, vol. 30(1), pages 35-54, January.
    25. John Cantwell & Lucia Piscitello, 2005. "Recent Location of Foreign-owned Research and Development Activities by Large Multinational Corporations in the European Regions: The Role of Spillovers and Externalities," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 1-16.
    26. Blind, Knut & Cremers, Katrin & Mueller, Elisabeth, 2009. "The influence of strategic patenting on companies' patent portfolios," Research Policy, Elsevier, vol. 38(2), pages 428-436, March.
    27. Singh, Jasjit, 2008. "Distributed R&D, cross-regional knowledge integration and quality of innovative output," Research Policy, Elsevier, vol. 37(1), pages 77-96, February.
    28. Bernard L Simonin, 1999. "Transfer of Marketing Know-How in International Strategic Alliances: An Empirical Investigation of the Role and Antecedents of Knowledge Ambiguity," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 30(3), pages 463-490, September.
    29. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
    30. Albert, M. B. & Avery, D. & Narin, F. & McAllister, P., 1991. "Direct validation of citation counts as indicators of industrially important patents," Research Policy, Elsevier, vol. 20(3), pages 251-259, June.
    31. Alberto Di Minin & Mattia Bianchi, 2011. "Safe nests in global nets: Internationalization and appropriability of R&D in wireless telecom," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 42(7), pages 910-934, September.
    32. Bohnstedt, Anna & Schwarz, Christian & Suedekum, Jens, 2012. "Globalization and strategic research investments," Research Policy, Elsevier, vol. 41(1), pages 13-23.
    33. Michael Fritsch, 2002. "Measuring the Quality of Regional Innovation Systems: A Knowledge Production Function Approach," International Regional Science Review, , vol. 25(1), pages 86-101, January.
    34. van Beers, Cees & Berghäll, Elina & Poot, Tom, 2008. "R&D internationalization, R&D collaboration and public knowledge institutions in small economies: Evidence from Finland and the Netherlands," Research Policy, Elsevier, vol. 37(2), pages 294-308, March.
    35. Tong, Xuesong & Frame, J. Davidson, 1994. "Measuring national technological performance with patent claims data," Research Policy, Elsevier, vol. 23(2), pages 133-141, March.
    36. Patel, Pari & Vega, Modesto, 1999. "Patterns of internationalisation of corporate technology: location vs. home country advantages1," Research Policy, Elsevier, vol. 28(2-3), pages 145-155, March.
    37. Harhoff, Dietmar & Scherer, Frederic M. & Vopel, Katrin, 2003. "Citations, family size, opposition and the value of patent rights," Research Policy, Elsevier, vol. 32(8), pages 1343-1363, September.
    38. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    39. Éric Archambault, 2002. "Methods for using patents in cross-country comparisons," Scientometrics, Springer;Akadémiai Kiadó, vol. 54(1), pages 15-30, April.
    40. Bruce Kogut, 1991. "Country capabilities and the permeability of borders," Strategic Management Journal, Wiley Blackwell, vol. 12(S1), pages 33-47, June.
    41. Branstetter, Lee, 2006. "Is foreign direct investment a channel of knowledge spillovers? Evidence from Japan's FDI in the United States," Journal of International Economics, Elsevier, vol. 68(2), pages 325-344, March.
    42. Geert Duysters & John Hagedoorn, 1998. "Technological Convergence in the IT Industry: The Role of Strategic Technology Alliances and Technological Competencies," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 5(3), pages 355-368.
    43. Giuditta De Prato & Daniel Nepelski, 2012. "Global R&D network. A network analysis of international R&D centres," JRC Research Reports JRC79478, Joint Research Centre, revised Nov 2012.
    44. Melissa A. Schilling & Corey C. Phelps, 2007. "Interfirm Collaboration Networks: The Impact of Large-Scale Network Structure on Firm Innovation," Management Science, INFORMS, vol. 53(7), pages 1113-1126, July.
    45. George, Gerard & Zahra, Shaker A. & Wood, D. Jr., 2002. "The effects of business-university alliances on innovative output and financial performance: a study of publicly traded biotechnology companies," Journal of Business Venturing, Elsevier, vol. 17(6), pages 577-609, October.
    46. Ernst, Dieter & Kim, Linsu, 2002. "Global production networks, knowledge diffusion, and local capability formation," Research Policy, Elsevier, vol. 31(8-9), pages 1417-1429, December.
    47. Criscuolo, P. & Narula, R. & Verspagen, B., 2002. "The relative importance of home and host innovation systems in the internationalisation of MNE R&D: a patent citation analysis," Working Papers 02.20, Eindhoven Center for Innovation Studies.
    48. Picci, Lucio, 2010. "The internationalization of inventive activity: A gravity model using patent data," Research Policy, Elsevier, vol. 39(8), pages 1070-1081, October.
    49. Steven Brakman & Harry Garretsen (ed.), 2008. "Foreign Direct Investment and the Multinational Enterprise," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262026457, December.
    50. Gerybadze, Alexander & Reger, Guido, 1999. "Globalization of R&D: recent changes in the management of innovation in transnational corporations," Research Policy, Elsevier, vol. 28(2-3), pages 251-274, March.
    51. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    52. O. Halla Thorsteinsdóttir, 2000. "External Research Collaboration in Two Small Science Systems," Scientometrics, Springer;Akadémiai Kiadó, vol. 49(1), pages 145-160, August.
    53. Masaaki Kotabe & Denise Dunlap-Hinkler & Ronaldo Parente & Harsh A Mishra, 2007. "Determinants of cross-national knowledge transfer and its effect on firm innovation," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(2), pages 259-282, March.
    54. Joly, Pierre-Benoit & de Looze, Marie-Angele, 1996. "An analysis of innovation strategies and industrial differentiation through patent applications: the case of plant biotechnology," Research Policy, Elsevier, vol. 25(7), pages 1027-1046, October.
    55. Guellec, Dominique & Pottelsberghe de la Potterie, Bruno v., 2001. "The internationalisation of technology analysed with patent data," Research Policy, Elsevier, vol. 30(8), pages 1253-1266, October.
    56. Faber, Jan & Hesen, Anneloes Barbara, 2004. "Innovation capabilities of European nations: Cross-national analyses of patents and sales of product innovations," Research Policy, Elsevier, vol. 33(2), pages 193-207, March.
    57. Grupp, Hariolf & Schmoch, Ulrich, 1999. "Patent statistics in the age of globalisation: new legal procedures, new analytical methods, new economic interpretation," Research Policy, Elsevier, vol. 28(4), pages 377-396, April.
    58. Lawton Smith, Helen & Dickson, Keith & Smith, Stephen Lloyd, 1991. ""There are two sides to every story": Innovation and collaboration within networks of large and small firms," Research Policy, Elsevier, vol. 20(5), pages 457-468, October.
    59. Kim, Chang-Su & Inkpen, Andrew C., 2005. "Cross-border R&D alliances, absorptive capacity and technology learning," Journal of International Management, Elsevier, vol. 11(3), pages 313-329, September.
    60. Daniel A. Levinthal & James G. March, 1993. "The myopia of learning," Strategic Management Journal, Wiley Blackwell, vol. 14(S2), pages 95-112, December.
    61. Peter Thompson, 2006. "Patent Citations and the Geography of Knowledge Spillovers: Evidence from Inventor- and Examiner-added Citations," The Review of Economics and Statistics, MIT Press, vol. 88(2), pages 383-388, May.
    62. Florida, Richard, 1997. "The globalization of R&D: Results of a survey of foreign-affiliated R&D laboratories in the USA," Research Policy, Elsevier, vol. 26(1), pages 85-103, March.
    63. Pari Patel & Keith Pavitt, 1991. "Large Firms in the Production of the World’s Technology: An Important Case of “Non-Globalisation”," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 22(1), pages 1-21, March.
    64. Joshua Lerner, 1994. "The Importance of Patent Scope: An Empirical Analysis," RAND Journal of Economics, The RAND Corporation, vol. 25(2), pages 319-333, Summer.
    65. Lee, Gwanghoon, 2006. "The effectiveness of international knowledge spillover channels," European Economic Review, Elsevier, vol. 50(8), pages 2075-2088, November.
    66. Hsu, Chia-Wen & Lien, Yung-Chih & Chen, Homin, 2015. "R&D internationalization and innovation performance," International Business Review, Elsevier, vol. 24(2), pages 187-195.
    67. Tufool Alnuaimi & Jasjit Singh & Gerard George, 2012. "Not with my own: long-term effects of cross-country collaboration on subsidiary innovation in emerging economies versus advanced economies," Journal of Economic Geography, Oxford University Press, vol. 12(5), pages 943-968, September.
    68. Paola Criscuolo & Rajneesh Narula & Bart Verspagen, 2005. "Role of home and host country innovation systems in r&d internationalisation: a patent citation analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(5), pages 417-433.
    69. Joan Penner‐Hahn & J. Myles Shaver, 2005. "Does international research and development increase patent output? An analysis of Japanese pharmaceutical firms," Strategic Management Journal, Wiley Blackwell, vol. 26(2), pages 121-140, February.
    70. Bergek, Anna & Berggren, Christian, 2004. "Technological internationalisation in the electro-technical industry: a cross-company comparison of patenting patterns 1986-2000," Research Policy, Elsevier, vol. 33(9), pages 1285-1306, November.
    71. Georghiou, Luke, 1998. "Global cooperation in research," Research Policy, Elsevier, vol. 27(6), pages 611-626, September.
    72. Jean O. Lanjouw & Mark Schankerman, 2004. "Patent Quality and Research Productivity: Measuring Innovation with Multiple Indicators," Economic Journal, Royal Economic Society, vol. 114(495), pages 441-465, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wei Yang & Xiang Yu & Ben Zhang & Ziyang Huang, 2021. "Mapping the landscape of international technology diffusion (1994–2017): network analysis of transnational patents," The Journal of Technology Transfer, Springer, vol. 46(1), pages 138-171, February.
    2. Yun Liu & Zhe Yan & Yijie Cheng & Xuanting Ye, 2018. "Exploring the Technological Collaboration Characteristics of the Global Integrated Circuit Manufacturing Industry," Sustainability, MDPI, vol. 10(1), pages 1-23, January.
    3. Taeyeoun Roh & Yujin Jeong & Byungun Yoon, 2017. "Developing a Methodology of Structuring and Layering Technological Information in Patent Documents through Natural Language Processing," Sustainability, MDPI, vol. 9(11), pages 1-19, November.
    4. Taeyeoun Roh & Yujin Jeong & Hyejin Jang & Byungun Yoon, 2019. "Technology opportunity discovery by structuring user needs based on natural language processing and machine learning," PLOS ONE, Public Library of Science, vol. 14(10), pages 1-27, October.
    5. Iman Miremadi & Yadollah Saboohi, 2018. "Planning for Investment in Energy Innovation: Developing an Analytical Tool to Explore the Impact of Knowledge Flow," International Journal of Energy Economics and Policy, Econjournals, vol. 8(2), pages 7-19.
    6. Shufang Wang & Xiao Xue & Axing Zhu & Yuejing Ge, 2017. "The Key Driving Forces for Geo-Economic Relationships between China and ASEAN Countries," Sustainability, MDPI, vol. 9(12), pages 1-20, December.
    7. Leung, T.Y. & Sharma, Piyush, 2021. "Differences in the impact of R&D intensity and R&D internationalization on firm performance – Mediating role of innovation performance," Journal of Business Research, Elsevier, vol. 131(C), pages 81-91.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Su, Hsin-Ning, 2017. "Collaborative and Legal Dynamics of International R&D- Evolving Patterns in East Asia," Technological Forecasting and Social Change, Elsevier, vol. 117(C), pages 217-227.
    2. Giuliani, Elisa & Martinelli, Arianna & Rabellotti, Roberta, 2016. "Is Co-Invention Expediting Technological Catch Up? A Study of Collaboration between Emerging Country Firms and EU Inventors," World Development, Elsevier, vol. 77(C), pages 192-205.
    3. Bergek, Anna & Bruzelius, Maria, 2010. "Are patents with multiple inventors from different countries a good indicator of international R&D collaboration? The case of ABB," Research Policy, Elsevier, vol. 39(10), pages 1321-1334, December.
    4. Moaniba, Igam M. & Lee, Pei-Chun & Su, Hsin-Ning, 2020. "How does external knowledge sourcing enhance product development? Evidence from drug commercialization," Technology in Society, Elsevier, vol. 63(C).
    5. Marina Papanastassiou & Robert Pearce & Antonello Zanfei, 2020. "Changing perspectives on the internationalization of R&D and innovation by multinational enterprises: A review of the literature," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 51(4), pages 623-664, June.
    6. Hur, Wonchang & Oh, Junbyoung, 2021. "A man is known by the company he keeps?: A structural relationship between backward citation and forward citation of patents," Research Policy, Elsevier, vol. 50(1).
    7. Ebersberger, Bernd & Feit, Margarita & Mengis, Helen, 2023. "International knowledge interactions and catch-up. Evidence from European patent data for Chinese latecomer firms," International Business Review, Elsevier, vol. 32(2).
    8. Hurtado-Torres, Nuria E. & Aragón-Correa, J. Alberto & Ortiz-de-Mandojana, Natalia, 2018. "How does R&D internationalization in multinational firms affect their innovative performance? The moderating role of international collaboration in the energy industry," International Business Review, Elsevier, vol. 27(3), pages 514-527.
    9. Manuel Acosta & Daniel Coronado & Esther Ferrándiz & Manuel Jiménez, 2022. "Effects of knowledge spillovers between competitors on patent quality: what patent citations reveal about a global duopoly," The Journal of Technology Transfer, Springer, vol. 47(5), pages 1451-1487, October.
    10. Jungpyo Lee & So Young Sohn, 2017. "What makes the first forward citation of a patent occur earlier?," Scientometrics, Springer;Akadémiai Kiadó, vol. 113(1), pages 279-298, October.
    11. Zhai, Zhe & Ghosal, Vivek, 2022. "Internationalization of innovation and firm performance in the pharmaceutical industry," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 882-905.
    12. Belderbos, Rene & Leten, Bart & Suzuki, Shinya, 2009. "Does Excellence in Academic Research Attract Foreign R&D?," MERIT Working Papers 2009-066, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    13. Fernández, Ana María & Ferrándiz, Esther & Medina, Jennifer, 2022. "The diffusion of energy technologies. Evidence from renewable, fossil, and nuclear energy patents," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    14. Jérôme Danguy, 2014. "Who collaborates with whom: the role of technological distance in international innovation," Working Papers TIMES² 2014-010, ULB -- Universite Libre de Bruxelles.
    15. René Belderbos & Bart Leten & Shinya Suzuki, 2017. "Scientific research, firm heterogeneity, and foreign R&D locations of multinational firms," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 26(3), pages 691-711, September.
    16. Moaniba, Igam M. & Su, Hsin-Ning & Lee, Pei-Chun, 2019. "On the drivers of innovation: Does the co-evolution of technological diversification and international collaboration matter?," Technological Forecasting and Social Change, Elsevier, vol. 148(C).
    17. Montobbio, Fabio & Sterzi, Valerio, 2013. "The Globalization of Technology in Emerging Markets: A Gravity Model on the Determinants of International Patent Collaborations," World Development, Elsevier, vol. 44(C), pages 281-299.
    18. Antonio Messeni Petruzzelli & Daniele Rotolo & Vito Albino, 2014. "Determinants of Patent Citations in Biotechnology: An Analysis of Patent Influence Across the Industrial and Organizational Boundaries," SPRU Working Paper Series 2014-05, SPRU - Science Policy Research Unit, University of Sussex Business School.
    19. Huo, Dong & Motohashi, Kazuyuki & Gong, Han, 2019. "Team diversity as dissimilarity and variety in organizational innovation," Research Policy, Elsevier, vol. 48(6), pages 1564-1572.
    20. Adam B. Jaffe & Gaétan de Rassenfosse, 2017. "Patent citation data in social science research: Overview and best practices," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 68(6), pages 1360-1374, June.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:9:y:2017:i:4:p:541-:d:94915. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.