IDEAS home Printed from https://ideas.repec.org/a/kap/netspa/v20y2020i2d10.1007_s11067-019-09486-1.html
   My bibliography  Save this article

An Expanded Bipartite Network Projection Algorithm for Measuring Cities’ Connections in Service Firm Networks

Author

Listed:
  • Miaoxi Zhao

    (South China University of Technology)

  • Ben Derudder

    (Gent University)

  • Pingcheng Zhang

    (South China University of Technology)

  • Peiqian Zhong

    (University of Pennsylvania)

Abstract

We develop and apply an expanded algorithm for measuring urban connectivity through the lens of the location strategies of producer services firms. Although our algorithm is broadly in the spirit of Taylor’s (Geographical Analysis 33(2):181–194, Taylor 2001) interlocking network model, we contend that it takes on board more of the information contained in the location decisions of producer services firms. Our algorithm for calculating one-mode asymmetric city-dyads is inspired by network analysis research on resource allocation dynamics, which we extend with a weighting method to extract some extra information contained in the two-mode city-by-firm network. To this end, the location strategies of firms, which are co-produced by local governments seeking investments, are regarded as processes of ‘recommendation’. In this process, producer services’ offices are defined as scarce resources to be allocated in the bipartite network. In our analysis, we focus on the location strategies of producer services firms across 106 Chinese cities. Drawing on statistical analysis of the asymmetry in pairs of city-dyads, core cities and peripheral cities are identified. Our results also suggest that provincial capitals tend to link with cities that predominantly house firms with a widely dispersed office network.

Suggested Citation

  • Miaoxi Zhao & Ben Derudder & Pingcheng Zhang & Peiqian Zhong, 2020. "An Expanded Bipartite Network Projection Algorithm for Measuring Cities’ Connections in Service Firm Networks," Networks and Spatial Economics, Springer, vol. 20(2), pages 479-498, June.
  • Handle: RePEc:kap:netspa:v:20:y:2020:i:2:d:10.1007_s11067-019-09486-1
    DOI: 10.1007/s11067-019-09486-1
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11067-019-09486-1
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11067-019-09486-1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. César Ducruet & Laurent Beauguitte, 2014. "Network science and spatial science : Review and outcomes of a complex relationship," Post-Print hal-03246947, HAL.
    2. Tom Broekel & Marcel Bednarz, 2018. "Disentangling link formation and dissolution in spatial networks: An Application of a Two-Mode STERGM to a Project-Based R&D Network in the German Biotechnology Industry," Networks and Spatial Economics, Springer, vol. 18(3), pages 677-704, September.
    3. Wang, Qing-Xian & Li, Jian & Luo, Xin & Xu, Jian-Jun & Shang, Ming-Sheng, 2018. "Effects of the bipartite structure of a network on performance of recommenders," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 492(C), pages 1257-1266.
    4. César Ducruet & Laurent Beauguitte, 2014. "Spatial Science and Network Science: Review and Outcomes of a Complex Relationship," Networks and Spatial Economics, Springer, vol. 14(3), pages 297-316, December.
    5. Zachary Neal, 2018. "Is the Urban World Small? The Evidence for Small World Structure in Urban Networks," Networks and Spatial Economics, Springer, vol. 18(3), pages 615-631, September.
    6. Ben Derudder & Zachary Neal, 2018. "Uncovering Links Between Urban Studies and Network Science," Networks and Spatial Economics, Springer, vol. 18(3), pages 441-446, September.
    7. Ronald Sean Wall & G. A. van der Knaap, 2011. "Sectoral Differentiation and Network Structure Within Contemporary Worldwide Corporate Networks," Economic Geography, Clark University, vol. 87(3), pages 267-308, July.
    8. Michael Hoyler & Allan Watson, 2013. "Global Media Cities In Transnational Media Networks," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 104(1), pages 90-108, February.
    9. Evert Meijers & Martijn Burger & Michiel Meeteren & Zachary Neal & Ben Derudder, 2016. "Disentangling agglomeration and network externalities: A conceptual typology," Papers in Regional Science, Wiley Blackwell, vol. 95(1), pages 61-80, March.
    10. Ronald Sean Wall & G. A. van der Knaap, 2011. "Sectoral Differentiation and Network Structure Within Contemporary Worldwide Corporate Networks," Economic Geography, Taylor & Francis Journals, vol. 87(3), pages 267-308, July.
    11. Boyreau-Debray, Genevieve, 2003. "Financial intermediation and growth - Chinese style," Policy Research Working Paper Series 3027, The World Bank.
    12. Evert Meijers & Martijn Burger & Evert J. Meijers & Martijn J. Burger & Marloes M. Hoogerbrugge, 2016. "Borrowing size in networks of cities: City size, network connectivity and metropolitan functions in Europe," Papers in Regional Science, Wiley Blackwell, vol. 95(1), pages 181-198, March.
    13. Michael Kuby & Richard Church, 2010. "Introduction to the Special Issue on Location Modeling," Networks and Spatial Economics, Springer, vol. 10(3), pages 293-295, September.
    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. Mohammed Adil Saleem & Faraz Zaidi & Céline Rozenblat, 2023. "World City Networks and Multinational Firms: An Analysis of Economic Ties Over a Decade," Networks and Spatial Economics, Springer, vol. 23(3), pages 559-580, September.
    2. Youyi Bi & Yunjian Qiu & Zhenghui Sha & Mingxian Wang & Yan Fu & Noshir Contractor & Wei Chen, 2021. "Modeling Multi-Year Customers’ Considerations and Choices in China’s Auto Market Using Two-Stage Bipartite Network Analysis," Networks and Spatial Economics, Springer, vol. 21(2), pages 365-385, June.

    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. Ben Derudder, 2021. "Network Analysis of ‘Urban Systems’: Potential, Challenges, and Pitfalls," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 112(4), pages 404-420, September.
    2. Justus Uitermark & Michiel van Meeteren, 2021. "Geographical Network Analysis," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 112(4), pages 337-350, September.
    3. Owais A. Hussain & Faraz Zaidi & Céline Rozenblat, 2019. "Analyzing Diversity, Strength and Centrality of Cities Using Networks of Multinational Firms," Networks and Spatial Economics, Springer, vol. 19(3), pages 791-817, September.
    4. Yang, Xiaolan & Wang, Rui & Guo, Dongmei & Sun, Weizeng, 2020. "The reconfiguration effect of China's high-speed railway on intercity connection ——A study based on media attention index," Transport Policy, Elsevier, vol. 95(C), pages 47-56.
    5. Ducruet, César, 2017. "Multilayer dynamics of complex spatial networks: The case of global maritime flows (1977–2008)," Journal of Transport Geography, Elsevier, vol. 60(C), pages 47-58.
    6. Kirsten Martinus & Matthew Tonts, 2015. "Powering the world city system: energy industry networks and interurban connectivity," Environment and Planning A, , vol. 47(7), pages 1502-1520, July.
    7. Ben Derudder & Zachary Neal, 2018. "Uncovering Links Between Urban Studies and Network Science," Networks and Spatial Economics, Springer, vol. 18(3), pages 441-446, September.
    8. Wang, Shiguang & Yu, Dexin & Kwan, Mei-Po & Zheng, Lili & Miao, Hongzhi & Li, Yongxing, 2020. "The impacts of road network density on motor vehicle travel: An empirical study of Chinese cities based on network theory," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 144-156.
    9. Thomas J Sigler & Kirsten Martinus, 2017. "Extending beyond ‘world cities’ in World City Network (WCN) research: Urban positionality and economic linkages through the Australia-based corporate network," Environment and Planning A, , vol. 49(12), pages 2916-2937, December.
    10. Csomós György & Derudder Ben, 2014. "Ranking Asia-Pacific cities: Economic performance of multinational corporations and the regional urban hierarchy," Bulletin of Geography. Socio-economic Series, Sciendo, vol. 25(25), pages 1-12, September.
    11. Evert Meijers & Martijn Burger & Martijn J. Burger & Evert J. Meijers, 2016. "Agglomerations and the rise of urban network externalities," Papers in Regional Science, Wiley Blackwell, vol. 95(1), pages 5-15, March.
    12. Zachary Neal, 2018. "Is the Urban World Small? The Evidence for Small World Structure in Urban Networks," Networks and Spatial Economics, Springer, vol. 18(3), pages 615-631, September.
    13. Stephen Marshall & Jorge Gil & Karl Kropf & Martin Tomko & Lucas Figueiredo, 2018. "Street Network Studies: from Networks to Models and their Representations," Networks and Spatial Economics, Springer, vol. 18(3), pages 735-749, September.
    14. Hongming Zhang & Tieshan Sun & Yuanxi Li, 2022. "Network capital and economic growth of major urban agglomeration regions in China," Regional Science Policy & Practice, Wiley Blackwell, vol. 14(S2), pages 60-75, November.
    15. Shuai Shi & Kathy Pain, 2020. "Investigating China’s Mid-Yangtze River economic growth region using a spatial network growth model," Urban Studies, Urban Studies Journal Limited, vol. 57(14), pages 2973-2993, November.
    16. Dimitrios TSIOTAS & Nikolaos AXELIS & Serafeim POLYZOS, 2022. "Detecting City-Dipoles In Greece Based On Intercity Commuting," Regional Science Inquiry, Hellenic Association of Regional Scientists, vol. 0(1), pages 11-30, June.
    17. Zachary P Neal, 2017. "Well connected compared to what? Rethinking frames of reference in world city network research," Environment and Planning A, , vol. 49(12), pages 2859-2877, December.
    18. Laure Rousset & César Ducruet, 2020. "Disruptions in Spatial Networks: a Comparative Study of Major Shocks Affecting Ports and Shipping Patterns," Networks and Spatial Economics, Springer, vol. 20(2), pages 423-447, June.
    19. Giulia Masi & Giorgio Ricchiuti, 2020. "From FDI network topology to macroeconomic instability," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 15(1), pages 133-158, January.
    20. Bilong Shen & Weimin Zheng & Kathleen M. Carley, 2018. "Urban Activity Mining Framework for Ride Sharing Systems Based on Vehicular Social Networks," Networks and Spatial Economics, Springer, vol. 18(3), pages 705-734, September.

    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:kap:netspa:v:20:y:2020:i:2:d:10.1007_s11067-019-09486-1. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.