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Articles

Living innovation machines: modelling innovation in time and space variable-geometry territorial units using machine learning

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Pages 1422-1442 | Received 30 Jun 2022, Accepted 04 Oct 2022, Published online: 18 Oct 2022

References

  • Apley, D., and J. Zhu. 2020. “Visualizing the Effects of Predictor Variables in Black box Supervised Learning Models.” Journal of the Royal Statistical Society. Series B: Statistical Methodology 82 (4): 1059–1086. doi:10.1111/rssb.12377
  • Athey, S., and G. Imbens. 2019. “Machine Learning Methods That Economists Should Know About.” Annual Review of Economics 11: 685–725. doi:10.1146/annurev-economics-080217-053433
  • Becattini, G. 1990. “The Industrial District as a Socio-Economic Notion.” In Industrial Districts and Inter-Firm Cooperation in Italy, edited by F. Pyke, G. Becattini, and W. Sengenberger, 37–51. Geneva: International Institute for Labour Studies.
  • Becattini, G. 2004a. Industrial Districts: A new Approach to Industrial Change. Cheltenham: Edward Elgar.
  • Becattini, G. 2004b. The Caterpillar and the Butterfly. Firenze: Le Monnier.
  • Boix, R., F. Capone, and V. Galletto. 2022. “Searching for “Rare Diamonds”? Industrial Districts and Innovation in Spain and Italy.” Competitiveness Review: An International Business Journal (Ahead-of-Print). doi:10.1108/CR-11-2021-0155.
  • Boix, R., and V. Galletto. 2009. “Innovation and Industrial Districts: A First Approach to the Measurement and Determinants of the I-District Effect.” Regional Studies 43 (9): 1117–1133. doi:10.1080/00343400801932342
  • Boix, R., Sforzi, F., Galletto, V., and J. Llobet. 2018. Los distritos industriales en España: 1991, 2001, y 2011. IERMB and Universitat de València.
  • Boix, R., V. Galletto, and F. Sforzi. 2019. “Place-based Innovation in Industrial Districts: The Long-Term Evolution of the iMID Effect in Spain (1991–2014).” European Planning Studies 27 (10): 1940–1958. doi:10.1080/09654313.2019.1588861
  • Boix, R., and J. Trullén. 2010. “Industrial Districts, Innovation and I-District Effect: Territory or Industrial Specialization?” European Planning Studies 18 (10): 1707–1729. doi:10.1080/09654313.2010.504351
  • Breiman, L. 2001. “Random Forests.” Machine Learning 45 (1): 5:32. doi:10.1023/A:1010933404324
  • Cooke, P. 2013. “Introduction: Complex Systems Integration, ‘Emergence’, and Policy Modularisation.” In Re-framing Regional Development: Evolution, Innovation and Transition, edited by Cooke Ph, 1–26. London: Routledge.
  • Dei Ottati, G. 2018. “Marshallian Industrial Districts in Italy: The end of a Model or Adaptation to the Global Economy?” Cambridge Journal of Economics 42 (2): 259–284. doi:10.1093/cje/bex066
  • Galletto, V., and R. Boix-Domènech. 2014. “Industrial Districts, Technological Innovation and I-District Effect: A Question of Volume or Value?” Investigaciones Regionales - Journal of Regional Research 30: 27–51.
  • Griliches, Z. 1992. “The Search for R&D Spillovers.” The Scandinavian Journal of Economics 94: 29–47. doi:10.2307/3440244
  • Hägerstrand, T. 1970. “What About People in Regional Science?” Papers of the Regional Science Association 24 (1): 6–21. doi:10.1007/BF01936872
  • Hothorn, T., K. Hornik, and A. Zeileis. 2006. “Unbiased Recursive Partitioning: A Conditional Inference Framework.” Journal of Computational and Graphical Statistics 15 (3): 651–674. doi:10.1198/106186006X133933
  • Lazzeretti, L., and F. Capone. 2017. “The Transformation of the Prato Industrial District: An Organisational Ecology Analysis of the co-Evolution of Italian and Chinese Firms.” The Annals of Regional Science 58 (1): 135–158. doi:10.1007/s00168-016-0790-5
  • Loasby, B. 2002. “Expectations, Uncertainty and Beliefs in the Marshallian Analysis of Markets.” Revue D’Économie Politique 112 (5): 659–670. doi:10.3917/redp.125.0659
  • Marshall, A. 1920. Principles of Economics. 8th ed. London: MacMillan.
  • Molnar, C. 2022. Interpretable Machine Learning. A Guide for Making Black Box Models Explainable. Leanpub: Victoria.
  • Openshaw, S., M. Charlton, and A. Craft. 1988. “Searching for Leukaemia Clusters Using a Geographical Analysis Machine.” Papers of the Regional Science Association 64: 95–106. doi:10.1111/j.1435-5597.1988.tb01117.x
  • Openshaw, S., and P. Taylor. 1981. “The Modifiable Areal Unit Problem.” In Quantitative Geography: A British View, edited by N. Wrigley and R. Bennett, 60–69. London: Routledge.
  • Pearl, J., and D. Mackenzie. 2018. The Book of why. London: Penguin Books.
  • Sforzi, F. 2012. “From Administrative Spatial Units to Local Labour Market Areas.” In Defining the Spatial Scale in Modern Regional Analysis. New Challenges from Data at the Local Level, edited by E. Fernández-Vázquez and F. Rubiera Morollón, 3–21. Berlin-Heidelberg: Springer.
  • Sforzi, F., and R. Boix. 2015. “What About Industrial District(s) in Regional Science.” “Investigaciones Regionales - Journal of Regional Research 32: 61–73.
  • Sforzi, F., and R. Boix. 2019. “Territorial Servitization in Marshallian Industrial Districts: The Industrial District as a Place-Based Form of Servitization.” Regional Studies 53 (3): 398–409. doi:10.1080/00343404.2018.1524134
  • Swann, P. 2009. The Economics of Innovation: An Introduction. Cheltenham: Edward Elgar.
  • Trullén, J., R. Boix, and V. Galletto. 2013. “An Insight on the Unit of Analysis in Urban Research.” In Handbook of Research Methods and Applications in Urban Economies, edited by P. Kresl and N. Sobrino, 235–264. Northampton: Edward Elgar.
  • Varian, H. 2014. “Big Data: New Tricks for Econometrics.” The Journal of Economic Perspectives 28 (2): 3–28. doi:10.1257/jep.28.2.3

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