Mehmet Güney Celbiş is a research associate professor at the Transport, Urban Planning and Economics Laboratory (LAET - UMR CNRS 5593), the Graduate school of Civil, Environmental and Urban Engineering (ENTPE), University of Lyon, France.

Email: mg.celbis@entpe.fr

Profile page: https://laet.science/celbis-mehmet-guney/?lang=en

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Research interests:

- Tree-based machine learning models for urban socioeconomic analysis.

- Urban mobility.

- The use and interpretation tools for neural networks in urban mobility and spatial contexts.

- Intepretable machine learning tools.

	Selected publications by Mehmet Guney Celbis
Articles (journal, professional, popular)
Celbis, Mehmet Guney, Nathalie Havet & Louafi Bouzouina, 2023, A Non-linear and Interaction Effect Analysis of Distance and Transport Accessibility on Bicycle Use: the Example of the University Staff in Lyon (France), Romanian Journal of Regional Science, 17(2), DOI: 10.61225/rjrs.2023.06, More information
Celbis, Mehmet Guney, Pui-hang Wong, Karima Kourtit & Peter Nijkamp, 2023, Job Satisfaction and the ‘Great Resignation’: An Exploratory Machine Learning Analysis, Social Indicators Research, 170(3): 1097-1118, DOI: 10.1007/s11205-023-03233-3, More information
Celbis, Mehmet Guney, 2023, Unemployment in Rural Europe: A Machine Learning Perspective, Applied Spatial Analysis and Policy, 16: 1071-1095, DOI: 10.1007/s12061-022-09464-0, More information
Celbis, Mehmet Guney, Pui-hang Wong, Karima Kourtit & Peter Nijkamp, 2023, Impacts of the COVID-19 Outbreak on Older-Age Cohorts in European Labor Markets: A Machine Learning Exploration of Vulnerable Groups, Regional Science, Policy & Practice, 15(3): 559-584, DOI: 10.1111/rsp3.12520, More information
Nijkamp, Peter, Karima Kourtit & Mehmet Guney Celbis, 2022, Spotlight on the region: Analytical contributions on regional development, The Annals of Regional Science, Special Issue in honor of Roger Stough, DOI: 10.1007/s00168-022-01174-2, More information
Celbis, Mehmet Guney, 2021, The regional and industrial dimensions of gender inequality in firm top management positions:: A classification tree and random forest analysis, Business & Management Studies: An International Journal, 9(2): 439-455, DOI: 10.15295/bmij.v9i2.1777, More information
Aydogan, E.T., E.E. Karadeniz & Mehmet Guney Celbis, 2021, Entrepreneurship and Sustainable Regional Development in Turkey: Findings Obtained from Machine Learning Approaches, Ekonomi Politika ve Finans Arastirmalari Dergisi, 6(3): 882-991, DOI: 10.30784/epfad.961838, More information
Celbis, Mehmet Guney, Pui-hang Wong, Karima Kourtit & Peter Nijkamp, 2021, Innovativeness, Work Flexibility, and Place Characteristics: A Spatial Econometric and Machine Learning Approach, Sustainability, 13(23), DOI: 10.3390/su132313426, More information
Celbis, Mehmet Guney, 2021, Social Networks, Female Unemployment, and the Urban-Rural Divide in Turkey: Evidence from Tree-Based Machine Learning Algorithms, Sosyoekonomi, 29(50): 73-93, DOI: 10.17233/sosyoekonomi.2021.04.04, More information
Celbis, Mehmet Guney, 2021, A Machine Learning Approach to Rural Entrepreneurship, Papers in Regional Science, DOI: 10.1111/pirs.12595, More information
Celbis, Mehmet Guney, Denis de Crombrugghe & Joan Muysken, 2019, Competition for Infrastructure Among Regions in Turkey, Bölgesel Arastirmalar Dergisi, 3(4): 115-161, More information
Wong, Pui-hang & Mehmet Guney Celbis, 2019, Human Rights, Income and International Migration, International Migration, 57(3): 98-114, DOI: 10.1111/imig.12558, More information
Celbis, Mehmet Guney, Pui-hang Wong & Tatjana Guznajeva, 2018, Regional integration and the economic geography of Belarus, Eurasian Geography and Economics, 59: 462-495, DOI: 10.1080/15387216.2019.1573694, More information
Celbis, Mehmet Guney & Denis de Crombrugghe, 2018, Internet infrastructure and regional convergence: Evidence from Turkey, Papers in Regional Science, 97(2): 387-409, DOI: 10.1111/pirs.12244, More information
Celbis, Mehmet Guney & Serdar Turkeli, 2015, Does Too Much Work Hamper Innovation? Evidence for Diminishing Returns of Work Hours for Patent Grants, Journal Global Policy and Governance, 4(1), More information
Celbis, Mehmet Guney, P. Nijkamp & Jacques Poot, 2015, Infrastructure and Trade: A Meta-Analysis, Region, 1(1): 25-65, More information
Book chapters
Wong, Pui-hang, Mehmet Guney Celbis, Karima Kourtit & Peter Nijkamp, 2023, Same Bed, Different Dreams? Socio-Economic Strata and Differences in Liveability Perception in European Cities, in: Fusco Girard, L., Kourtit, K., Nijkamp, P (eds.), The Future of Liveable Cities, Springer, Cham, DOI: 10.1007/978-3-031-37466-1_14, More information
Celbis, Mehmet Guney, Cem Özgüzel, Karima Kourtit & Peter Nijkamp, 2023, Industrial Composition, Remote Working and Mobility Changes in Canada and the US During the COVID-19 Pandemic, in: Celbi?, M.G., Kourtit, K., Nijkamp, P, Pandemic and the City, Springer Cham, Switzerland, DOI: 10.1007/978-3-031-21983-2_11, More information
Celbis, Mehmet Guney, 2021, Applications of Machine Learning Models in Regional and Demographic Economic Analysis, in: William Cochrane, Michael P. Cameron, Omoniyi Alimi, Labor Markets, Migration, and Mobility: Essays in Honor of Jacques Poot, Springer, Singapore, 1, DOI: 10.1007/978-981-15-9275-1_10, More information
Celbis, Mehmet Guney, P. Nijkamp & Jacques Poot, 2015, Infrastructure and the International Export Performance of Turkish Regions, in: A. A. Batabyal and P. Nijkamp (eds), The Region and Trade: New Analytical Directions, World Scientific, London, UK, More information
Books (monograph or edited volume)
Celbis, Mehmet Guney, Karima Kourtit & Peter Nijkamp (eds.), 2023, Pandemic and the City, Springer Cham, Switzerland, DOI: 10.1007/978-3-031-21983-2, More information
UNU-MERIT Working Papers
Celbis, Mehmet Guney, Pui-hang Wong & Tatjana Guznajeva, 2018, The Eurasian customs union and the economic geography of Belarus: A panel convergence approach, UNU-MERIT Working Paper 2018-029
Wong, Pui-hang & Mehmet Guney Celbis, 2015, Migration as a response to differences in human rights and income: A bilateral panel study, UNU-MERIT Working Paper 2015-053
Celbis, Mehmet Guney & Denis de Crombrugghe, 2014, Can internet infrastructure help reduce regional disparities? Evidence from Turkey, UNU-MERIT Working Paper 2014-078
Celbis, Mehmet Guney & Serdar Turkeli, 2014, Does too much work hamper innovation? Evidence for diminishing returns of work hours for patent grants, Published in the Journal Global Policy and Governance, Vol 4, No 1, UNU-MERIT Working Paper 2014-053
Celbis, Mehmet Guney, P. Nijkamp & Jacques Poot, 2014, Infrastructure and the international export performance of Turkish regions, This paper is published as: Celbis, M. G., Nijkamp, P., and Poot, J. (2015). "Infrastructure and the international export performance of Turkish regions." in A. A. Batabyal and P. Nijkamp (eds), The Region and Trade: New Analytical Directions, World Scientific, pp. 319 - 350, UNU-MERIT Working Paper 2014-021
Celbis, Mehmet Guney, Denis de Crombrugghe & Joan Muysken, 2014, Public investment and regional politics: The case of Turkey, UNU-MERIT Working Paper 2014-020
Celbis, Mehmet Guney, P. Nijkamp & Jacques Poot, 2013, How big is the impact of infrastructure on trade? Evidence from meta-analysis, Published as "Infrastructure and Trade: A Meta-Analysis", 2014, Region, Vol. 1, No. 1, UNU-MERIT Working Paper 2013-032
External working papers
Celbis, Mehmet Guney, 2019, A Summary of Selected Innovation-Related Indicators for Turkey, This descriptive departmental brief presents the current trends in the innovation-related indicators for Turkey through a spatial and time-series approach, More information
Conference contributions
Celbis, Mehmet Guney, Pui-hang Wong, Karima Kourtit & Peter Nijkamp, 2023, Job Satisfaction and the ‘Great Resignation’: An Exploratory Machine Learning Analysis, The Regional Science Academy and The 70th Annual North American Meetings of the Regional Science Association International, Virtual and San Diego, CA, 15 - 18 Nov 2023, More information
Wong, Pui-hang, Mehmet Guney Celbis, Karima Kourtit & Peter Nijkamp, 2023, Liveability perceptions in European cities, The Regional Science Association Nederland Voorjaarsdag. Emotions and Perceptions in Space. Utrecht, 16 June, 2023
Wong, Pui-hang, Mehmet Guney Celbis, Karima Kourtit & Peter Nijkamp, 2021, Nature as a source of urban resilience, ReGrowEU International Conference, Iasi, 7-11 October, 2021, More information
Celbis, Mehmet Guney, Pui-hang Wong, Karima Kourtit & Peter Nijkamp, 2020, Innovativeness as a Product of Work-related and Place-based Conditions: Results of a Spatial Econometric and Machine Learning Approach, The 67th Annual North American Meetings of the Regional Science Association International, More information
Theses
Celbis, Mehmet Guney, 2015, Regional policies: convergence, trade and the allocation of public capital, PhD dissertation Maastricht University / United Nations University, More information