How to determine city hierarchies and spatial structure of a megaregion?

References

• Altmann, M. 1993. “Reinterpreting Network Measures for Models of Disease Transmission.” Social Networks 15 (1): 1–17. doi:10.1016/0378-8733(93)90019-H.
   PubMed Web of Science ®Google Scholar
• Angel, S., and A. M. Blei. 2016. “The Spatial Structure of American Cities: The Great Majority of Workplaces are No Longer in CBDs, Employment Sub-Centers, or Live-Work Communities.” Cities 51: 21–35. doi:10.1016/j.cities.2015.11.031.
   Web of Science ®Google Scholar
• Castells, M. 1989. The Informational City: Information Technology, Economic Restructuring, and the Urban-Regional Process. Oxford: Blackwell.
   Google Scholar
• Chen, Z., and A. Gar-On Yeh. 2022. “Delineating Functional Urban Areas in Chinese Mega City Regions Using Fine-Grained Population Data and Cellphone Location Data: A Case of Pearl River Delta.” Computers, environment and urban systems 93: 101771. doi:10.1016/j.compenvurbsys.2022.101771.
   Web of Science ®Google Scholar
• Chen, D., L. Lü, M.S. Shang, Y.C. Zhang, and T. Zhou. 2012. “Identifying Influential Nodes in Complex Networks.” Physica A: Statistical Mechanics and Its Applications 391 (4): 1777–1787. doi:10.1016/j.physa.2011.09.017.
   Web of Science ®Google Scholar
• Chong, Z., and S. Pan. 2020. “Understanding the Structure and Determinants of City Network Through Intra-Firm Service Relationships: The Case of Guangdong-Hong Kong-Macao Greater Bay Area.” Cities 103: 102738. doi:10.1016/j.cities.2020.102738.
   Web of Science ®Google Scholar
• Christos, G., B. Cautis, S. Maniu, D. M. Thilikos, and M. Vazirgiannis. 2014. “Quantifying Trust Dynamics in Signed Graphs, the S-Cores Approach.” Proceedings of the 2014 SIAM International Conference on Data Mining, Philadelphia, Pennsylvania, USA, April 24-26.
   Google Scholar
• Crucitti, P., V. Latora, and S. Porta. 2006. “Centrality in Networks of Urban Streets.” Chaos: An Interdisciplinary Journal of Nonlinear Science 16 (1): 015113. doi:10.1063/1.2150162.
   PubMed Web of Science ®Google Scholar
• Domingo, M., R. Thibaud, and C. Claramunt. 2019. “A Graph-Based Approach for the Structural Analysis of Road and Building Layouts.” Geo-Spatial Information Science 22 (1): 59–72. doi:10.1080/10095020.2019.1568736.
   Web of Science ®Google Scholar
• Eidsaa, M., and E. Almaas. 2013. “S-Core Network Decomposition: A Generalization of K-Core Analysis to Weighted Networks.” Physical Review E, Statistical, Nonlinear, and Soft Matter Physics 88 (6): 062819. doi:10.1103/PhysRevE.88.062819.
   PubMed Web of Science ®Google Scholar
• Fang, C., X. Yu, X. Zhang, J. Fang, and H. Liu. 2020. “Big Data Analysis on the Spatial Networks of Urban Agglomeration.” Cities 102: 102735. doi:10.1016/j.cities.2020.102735.
   Web of Science ®Google Scholar
• Feng, P., A. Growe, and Y. Shen. 2020. “Decentralisation and Functional Specialisation in Super Mega-City Regions.” Erdkunde 74 (3): 161–178. doi:10.3112/erdkunde.2020.03.01.
   Google Scholar
• Foote, N., and R. Walter. 2017. “Neighborhood and Socioeconomic Change in Emerging Megapolitan Nodes: Tracking Shifting Social Geographies in Three Rapidly Growing United States Metropolitan Areas, 1980–2010.” Urban Geography 38 (8): 1203–1230. doi:10.1080/02723638.2016.1217637.
   Web of Science ®Google Scholar
• Freeman, L. C. 1978. “Centrality in Social Networks Conceptual Clarification.” Social Networks 1 (3): 215–239. doi:10.1016/0378-8733(78)90021-7.
   Web of Science ®Google Scholar
• Gao, J., Y. W. Dong, M. S. Shang, S. M. Cai, and T. Zhou. 2015. “Group-Based Ranking Method for Online Rating Systems with Spamming Attacks.” EPL (europhysics letters) 110 (2): 28003. doi:10.1209/0295-5075/110/28003.
   Google Scholar
• Garas, A., F. Schweitzer, and S. Havlin. 2012. “Ak-Shell Decomposition Method for Weighted Networks.” New Journal of Physics 14 (8): 083030. doi:10.1088/1367-2630/14/8/083030.
   Google Scholar
• Goh, K.-I., B. Kahng, and D. Kim. 2001. “Universal Behavior of Load Distribution in Scale-Free Networks.” Physical Review Letters 87 (27): 278701. doi:10.1103/PhysRevLett.87.278701.
   PubMed Web of Science ®Google Scholar
• Gong, J., S. Li, X. Ye, Q. Peng, and S. Kudva. 2021. “Modelling Impacts of High-Speed Rail on Urban Interaction with Social Media in China’s Mainland.” Geo-Spatial Information Science 24 (4): 638–653. doi:10.1080/10095020.2021.1972771.
   Web of Science ®Google Scholar
• Green, N. 2007. “Functional Polycentricity: A Formal Definition in Terms of Social Network Analysis.” Urban Studies 44 (11): 2077–2103. doi:10.1080/00420980701518941.
   Web of Science ®Google Scholar
• Gu, Y., and Y. Wang. 2022. “Using Weighted Multilayer Networks to Uncover Scaling of Public Transport System.” Environment and Planning B: Urban Analytics and City Science 49 (6): 1631–1645. doi:10.1177/23998083211062905.
   Google Scholar
• Guimerà, R., S. Mossa, A. Turtschi, and L. A. N. Amaral. 2005. “The Worldwide Air Transportation Network: Anomalous Centrality, Community Structure, and Cities’ Global Roles.” Proceedings of the National Academy of Sciences 102 (22): 7794. doi:10.1073/pnas.0407994102.
   PubMed Web of Science ®Google Scholar
• Harrison, J., and H. Gu. 2021. “Planning Megaregional Futures: Spatial Imaginaries and Megaregion Formation in China.” Regional studies 55 (1): 77–89. doi:10.1080/00343404.2019.1679362.
   Web of Science ®Google Scholar
• Harrison, J., and M. Hoyler. 2015. Megaregions: Foundations, Frailties, Futures. Northampton: Edward Elgar Publishing.
   Google Scholar
• Hirsch, J. E. 2005. “An Index to Quantify an Individual’s Scientific Research Output.” Proceedings of the National Academy of Sciences 102 (46): 16569–16572. doi:10.1073/pnas.0507655102.
   PubMed Web of Science ®Google Scholar
• Iyer, S., T. Killingback, B. Sundaram, and Z. Wang. 2013. “Attack Robustness and Centrality of Complex Networks.” Plos One 8 (4): e59613. doi:10.1371/journal.pone.0059613.
   PubMed Web of Science ®Google Scholar
• Kitsak, M., L. K. Gallos, S. Havlin, F. Liljeros, L. Muchnik, H. E. Stanley, and H. A. Makse. 2010. “Identification of Influential Spreaders in Complex Networks.” Nature Physics 6 (11): 888–893. doi:10.1038/nphys1746.
   Web of Science ®Google Scholar
• Kleinberg, J. M. 1999. “Authoritative Sources in a Hyperlinked Environment.” Journal of the ACM (JACM) 46 (5): 604–632. doi:10.1145/324133.324140.
   Web of Science ®Google Scholar
• Lang, R., and P. K. Knox. 2009. “The New Metropolis: Rethinking Megalopolis.” Regional studies 43 (6): 789–802. doi:10.1080/00343400701654251.
   Web of Science ®Google Scholar
• Leskovec, J., D. Huttenlocher, and J. Kleinberg. 2010. “Signed Networks in Social Media.” Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, ACM, New York, NY, USA, April 10–15.
   Google Scholar
• Liao, H., R. Xiao, G. Cimini, and M. Medo. 2014. “Network-Driven Reputation in Online Scientific Communities.” Plos One 9 (12): e112022. doi:10.1371/journal.pone.0112022.
   PubMed Web of Science ®Google Scholar
• Limtanakool, N., M. Dijst, and T. Schwanen. 2007. “A Theoretical Framework and Methodology for Characterising National Urban Systems on the Basis of Flows of People: Empirical Evidence for France and Germany.” Urban Studies 44 (11): 2123–2145. doi:10.1080/00420980701518990.
   Web of Science ®Google Scholar
• Liu, X., X. Yan, W. Wang, H. Titheridge, R. Wang, and Y. Liu. 2021. “Characterizing the Polycentric Spatial Structure of Beijing Metropolitan Region Using Carpooling Big Data.” Cities 109: 103040. doi:10.1016/j.cities.2020.103040.
   Web of Science ®Google Scholar
• Lü, L., D. Chen, X.L. Ren, Q.M. Zhang, Y.C. Zhang, and T. Zhou. 2016. “Vital Nodes Identification in Complex Networks.” Physics Reports 650: 1–63. doi:10.1016/j.physrep.2016.06.007.
   Web of Science ®Google Scholar
• Lü, L., Y.C. Zhang, C. Ho Yeung, and T. Zhou. 2011. “Leaders in Social Networks, the Delicious Case.” Plos One 6 (6): E21202. doi:10.1371/journal.pone.0021202.
   PubMed Web of Science ®Google Scholar
• Luo, X., and N. Zhu. 2018. Hub-Periphery Development Pattern and Inclusive Growth: Case Study of Guangdong Province. Singapore: Springer.
   Google Scholar
• Ma, H., Y. Li, and X. Huang. 2021. “Proximity and the Evolving Knowledge Polycentricity of Megalopolitan Science: Evidence from China’s Guangdong-Hong Kong-Macao Greater Bay Area, 1990–2016.” Urban Studies 58 (12): 2405–2423. doi:10.1177/0042098020942665.
   Web of Science ®Google Scholar
• Malliaros, F. D., C. Giatsidis, A. N. Papadopoulos, and M. Vazirgiannis. 2020. “The Core Decomposition of Networks: Theory, Algorithms and Applications.” The VLDB Journal 29 (1): 61–92. doi:10.1007/s00778-019-00587-4.
   Web of Science ®Google Scholar
• Page, L., S. Brin, R. Motwani, and T. Winograd. 1998. “The PageRank Citation Ranking: Bringing Order to the Web.” The 7th International World-Wide Web Conference, Elsevier, Brisbane, Australia, April 14-18.
   Google Scholar
• Rombach, M. P., M. A. Porter, J. H. Fowler, and P. J. Mucha. 2014. “Core-Periphery Structure in Networks.” SIAM Journal on Applied Mathematics 74 (1): 167–190. doi:10.1137/120881683.
   Web of Science ®Google Scholar
• Roth, C., S. M. Kang, M. Batty, and M. Barthélemy. 2011. “Structure of Urban Movements: Polycentric Activity and Entangled Hierarchical Flows.” Plos One 6 (1): e15923. doi:10.1371/journal.pone.0015923.
   PubMed Web of Science ®Google Scholar
• Sánchez-Mateos, H. S. M., I. M. Sanz, J. M. Ureña Francés, and E. S. Trapero. 2014. “Road Accessibility and Articulation of Metropolitan Spatial Structures: The Case of Madrid (Spain).” Journal of Transport Geography 37: 61–73. doi:10.1016/j.jtrangeo.2014.04.003.
   Web of Science ®Google Scholar
• Shiliang, S., Z. Liu, X. Yifan, L. Jing, P. Jianhua, and M. Weng. 2017. “China’s Megaregion Policy: Performance Evaluation Framework, Empirical Findings and Implications for Spatial Polycentric Governance.” Land Use Policy 63: 1–19. doi:10.1016/j.landusepol.2017.01.014.
   Web of Science ®Google Scholar
• Soldano, H., G. Santini, D. Bouthinon, and E. Lazega. 2017. “Hub-Authority Cores and Attributed Directed Network Mining.” 2017 IEEE 29th International Conference on Tools with Artificial Intelligence (ICTAI), IEEE, Boston, pp. 1120–1127.
   Google Scholar
• Taylor, P. J. 2001. “Specification of the World City Network.” Geographical Analysis 33 (2): 181–194. doi:10.1111/j.1538-4632.2001.tb00443.x.
   Web of Science ®Google Scholar
• Taylor, P. J., M. Hoyler, and R. Verbruggen. 2010. “External Urban Relational Process: Introducing Central Flow Theory to Complement Central Place Theory.” Urban Studies 47 (13): 2803–2818. doi:10.1177/0042098010377367.
   Web of Science ®Google Scholar
• Wang, T., W. Yue, X. Ye, Y. Liu, and D. Lu. 2020. “Re-Evaluating Polycentric Urban Structure: A Functional Linkage Perspective.” Cities 101: 102672. doi:10.1016/j.cities.2020.102672.
   Web of Science ®Google Scholar
• Wheeler, J. O., and R. L. Mitchelson. 1989. “Information Flows Among Major Metropolitan Areas in the United States.” Annals of the Association of American Geographers 79 (4): 523–543. doi:10.1111/j.1467-8306.1989.tb00275.x.
   Web of Science ®Google Scholar
• Xu, S., M. S. Mariani, L. Lü, and M. Medo. 2020. “Unbiased Evaluation of Ranking Metrics Reveals Consistent Performance in Science and Technology Citation Data.” Journal of Informetrics 14 (1): 101005. doi:10.1016/j.joi.2019.101005.
   Web of Science ®Google Scholar
• Yang, J., G. Song, and J. Lin. 2015. “Measuring Spatial Structure of China’s Megaregions.” Journal of Urban Planning and Development 141 (2): 04014021. doi:10.1061/(ASCE)UP.1943-5444.0000207.
   Web of Science ®Google Scholar
• Yang, J.A., M.H. Tsou, K. Janowicz, K. C. Clarke, and P. Jankowski. 2019. “Reshaping the Urban Hierarchy: Patterns of Information Diffusion on Social Media.” Geo-Spatial Information Science 22 (3): 149–165. doi:10.1080/10095020.2019.1641970.
   Web of Science ®Google Scholar
• Yeh, A. G., F. F. Yang, and J. Wang. 2015. “Producer Service Linkages and City Connectivity in the Mega-City Region of China: A Case Study of the Pearl River Delta.” Urban Studies 52 (13): 2458–2482. doi:10.1177/0042098014544762.
   Web of Science ®Google Scholar
• Zeng, A., and C.J. Zhang. 2013. “Ranking Spreaders by Decomposing Complex Networks.” Physics Letters: A 377 (14): 1031–1035. doi:10.1016/j.physleta.2013.02.039.
   Web of Science ®Google Scholar
• Zhang, X., S. Chen, X. Luan, and M. Yuan. 2021. “Understanding China’s City-Regionalization: Spatial Structure and Relationships Between Functional and Institutional Spaces in the Pearl River Delta.” Urban Geography 42 (3): 312–339. doi:10.1080/02723638.2019.1710399.
   Web of Science ®Google Scholar
• Zhang, W., C. Fang, L. Zhou, and J. Zhu. 2020. “Measuring Megaregional Structure in the Pearl River Delta by Mobile Phone Signaling Data: A Complex Network Approach.” Cities 104: 102809. doi:10.1016/j.cities.2020.102809.
   Web of Science ®Google Scholar
• Zhang, X., Q.E. Guo, D. Man-Wai Cheung, and T. Zhang. 2018. “Evaluating the Institutional Performance of the Pearl River Delta Integration Policy Through Intercity Cooperation Network Analysis.” Cities 81: 131–144. doi:10.1016/j.cities.2018.04.002.
   Web of Science ®Google Scholar
• Zhang, W., and J.C. Thill. 2019. “Mesoscale Structures in World City Networks.” Annals of the American Association of Geographers 109 (3): 887–908. doi:10.1080/24694452.2018.1484684.
   Web of Science ®Google Scholar
• Zhao, M., B. Derudder, and J. Huang. 2017. “Examining the Transition Processes in the Pearl River Delta Polycentric Mega-City Region Through the Lens of Corporate Networks.” Cities 60: 147–155. doi:10.1016/j.cities.2016.08.015.
   Web of Science ®Google Scholar
• Zhou, C., Z. Liu, and P. Li. 2021. “The Spatial Connection Network Pattern of Urban Agglomerations in the Pearl River Delta.” Journal of Physics, Conference Series 1961 (1): 12054. doi:10.1088/1742-6596/1961/1/012054.
   Google Scholar