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Dimension Reduction in the Topology of Multilayer Spatial Networks: The Case of the Interregional Commuting in Greece

Author

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  • Dimitrios Tsiotas

    (Agricultural University of Athens)

  • Vassilis Tselios

    (Panteion University of Social and Political Sciences)

Abstract

The daily commuting out of the city of residence for labor purposes is a complex phenomenon driven by various geographical, transportation, economic, and social forces. Due to its high level of complexity, current modeling approaches are mainly disciplinary and thus lack a multifaceted approach incorporating diverse conceptualization of this phenomenon. To contribute to this demand, this paper develops a methodological framework integrating aspects of commuting of different contexts, functionality, and level of geographical resolution. The proposed framework builds on a complex network and principal component analysis first to develop a multilayer graph of interregional commuting, next to configure variables representing aspects of network topology, and finally to decompose the total model into principal components expressing uncorrelated aspects in the overall conceptualization of interregional commuting. The proposed framework conceptualizes spatial distance as a major force of network topology and develops a quantitative framework evaluating the consistency of network topology across layers of different geographical resolutions and functionality. The overall approach provides insights into the structure and functionality of interregional commuting and promotes the integrated macroeconomic approach in regional research.

Suggested Citation

  • Dimitrios Tsiotas & Vassilis Tselios, 2023. "Dimension Reduction in the Topology of Multilayer Spatial Networks: The Case of the Interregional Commuting in Greece," Networks and Spatial Economics, Springer, vol. 23(1), pages 97-133, March.
    • Handle: RePEc:kap:netspa:v:23:y:2023:i:1:d:10.1007_s11067-022-09578-5
    DOI: 10.1007/s11067-022-09578-5
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    as
    1. Drobne Samo & Bogataj Marija & Lisec Anka, 2012. "Dynamics and local policy in labour commuting," Business Systems Research, Sciendo, vol. 3(2), pages 14-26, September.
    2. Murphy, Enda, 2009. "Excess commuting and modal choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 43(8), pages 735-743, October.
    3. repec:cup:cbooks:9780511771576 is not listed on IDEAS
    4. César Ducruet, 2017. "Multilayer dynamics of complex spatial networks : the case of global maritime flows (1977-2008)," Post-Print hal-03246925, HAL.
    5. Zhao, Jiahui & Fan, Wei & Zhai, Xuehao, 2020. "Identification of land-use characteristics using bicycle sharing data: A deep learning approach," Journal of Transport Geography, Elsevier, vol. 82(C).
    6. Kanaroglou, Pavlos S. & Higgins, Christopher D. & Chowdhury, Tufayel A., 2015. "Excess commuting: a critical review and comparative analysis of concepts, indices, and policy implications," Journal of Transport Geography, Elsevier, vol. 44(C), pages 13-23.
    7. Adler, Nicole & Golany, Boaz, 2001. "Evaluation of deregulated airline networks using data envelopment analysis combined with principal component analysis with an application to Western Europe," European Journal of Operational Research, Elsevier, vol. 132(2), pages 260-273, July.
    8. Hamilton, Bruce W, 1989. "Wasteful Commuting Again," Journal of Political Economy, University of Chicago Press, vol. 97(6), pages 1497-1504, December.
    9. Gianmarco Ottaviano, 2003. "Regional Policy in the Global Economy: Insights from New Economic Geography," Regional Studies, Taylor & Francis Journals, vol. 37(6-7), pages 665-673.
    10. McArthur, David Philip & Kleppe, Gisle & Thorsen, Inge & Ubøe, Jan, 2011. "The spatial transferability of parameters in a gravity model of commuting flows," Journal of Transport Geography, Elsevier, vol. 19(4), pages 596-605.
    11. Harry Garretsen & Philip McCann & Ron Martin & Peter Tyler, 2013. "The future of regional policy," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 6(2), pages 179-186.
    12. Joeri Gorter & S. Brakman & Albert van der Horst & H.F.L. Garretsen & M. Schram, 2005. "New economic geography, empirics, and regional policy," CPB Special Publication 56, CPB Netherlands Bureau for Economic Policy Analysis.
    13. Yihui Ren & Mária Ercsey-Ravasz & Pu Wang & Marta C. González & Zoltán Toroczkai, 2014. "Predicting commuter flows in spatial networks using a radiation model based on temporal ranges," Nature Communications, Nature, vol. 5(1), pages 1-9, December.
    14. 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.
    15. J. Peter Clinch & Eoin O'Neill, 2009. "Applying Spatial Economics to National Spatial Planning," Regional Studies, Taylor & Francis Journals, vol. 43(2), pages 157-178.
    16. 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.
    17. Debrie, Jean, 2010. "From colonization to national territories in continental West Africa: the historical geography of a transport infrastructure network," Journal of Transport Geography, Elsevier, vol. 18(2), pages 292-300.
    18. Ma, Liang & Ye, Runing, 2019. "Does daily commuting behavior matter to employee productivity?," Journal of Transport Geography, Elsevier, vol. 76(C), pages 130-141.
    19. Xiaoyan Li & Yanchuan Mou & Huiying Wang & Chaohui Yin & Qingsong He, 2018. "How Does Polycentric Urban Form Affect Urban Commuting? Quantitative Measurement Using Geographical Big Data of 100 Cities in China," Sustainability, MDPI, vol. 10(12), pages 1-14, December.
    20. Dimitrios Tsiotas & César Ducruet, 2021. "Measuring the effect of distance on the network topology of the Global Container Shipping Network," Post-Print halshs-03408185, HAL.
    21. César Ducruet, 2013. "Network diversity and maritime flows," Post-Print halshs-00815731, HAL.
    22. 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.
    23. César Ducruet, 2013. "Network diversity and maritime flows," Post-Print hal-03246957, HAL.
    24. Ozbay, Kaan & Bartin, Bekir & Yanmaz-Tuzel, Ozlem & Berechman, Joseph, 2007. "Alternative methods for estimating full marginal costs of highway transportation," Transportation Research Part A: Policy and Practice, Elsevier, vol. 41(8), pages 768-786, October.
    25. Tan, Ronghui & He, Qingsong & Zhou, Kehao & Xie, Peng, 2019. "The effect of new metro stations on local land use and housing prices: The case of Wuhan, China," Journal of Transport Geography, Elsevier, vol. 79(C), pages 1-1.
    26. Van Ommeren, Jos & Rietveld, Piet, 2005. "The commuting time paradox," Journal of Urban Economics, Elsevier, vol. 58(3), pages 437-454, November.
    27. Younshik Chung & Tai-Jin Song, 2018. "Safety Analysis of Motorcycle Crashes in Seoul Metropolitan Area, South Korea: An Application of Nonlinear Optimal Scaling Methods," IJERPH, MDPI, vol. 15(12), pages 1-20, November.
    28. Simin Davoudi, 2003. "EUROPEAN BRIEFING: Polycentricity in European spatial planning: from an analytical tool to a normative agenda," European Planning Studies, Taylor & Francis Journals, vol. 11(8), pages 979-999, December.
    29. Liu, Yang & Nie, Yu (Marco), 2011. "Morning commute problem considering route choice, user heterogeneity and alternative system optima," Transportation Research Part B: Methodological, Elsevier, vol. 45(4), pages 619-642.
    30. César Ducruet & Dimitris Tsiotas, 2021. "Measuring the effect of distance on the network topology of the Global Container Shipping Network," Post-Print hal-03374898, HAL.
    31. Bwire, Hannibal & Zengo, Emil, 2020. "Comparison of efficiency between public and private transport modes using excess commuting: An experience in Dar es Salaam," Journal of Transport Geography, Elsevier, vol. 82(C).
    32. M.Vetrivel SEZHIAN & C. MURALIDHARAN & T. NAMBIRAJAN & S.G. DESHMUKH, 2011. "Ranking Of A Public Sector Passenger Bus Transport Company Using Principal Component Analysis: A Case Study," Management Research and Practice, Research Centre in Public Administration and Public Services, Bucharest, Romania, vol. 3(1), pages 62-71, March.
    33. Van Ommeren, Jos & Fosgerau, Mogens, 2009. "Workers' marginal costs of commuting," Journal of Urban Economics, Elsevier, vol. 65(1), pages 38-47, January.
    34. Easley,David & Kleinberg,Jon, 2010. "Networks, Crowds, and Markets," Cambridge Books, Cambridge University Press, number 9780521195331.
    35. Louis Albrechts, 2006. "Bridge the Gap: From Spatial Planning to Strategic Projects," European Planning Studies, Taylor & Francis Journals, vol. 14(10), pages 1487-1500, November.
    36. Ducruet, César, 2013. "Network diversity and maritime flows," Journal of Transport Geography, Elsevier, vol. 30(C), pages 77-88.
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