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Location differs between traditional and new retail: A comparison analysis of Starbucks and Luckin Coffee in China using machine learning
16 references·3 citing·44 second hop
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References

  • 1964Location and Land Use: Toward a General Theory of Land Rent3,787 cited
  • 1999The great good place : cafés, coffee shops, bookstores, bars, hair salons, and other hangouts at the heart of a community1,518 cited
  • 2004Geographically Weighted Regression: The Analysis of Spatially Varying Relationships1,067 cited
  • 1968Geography of Market Centers and Retail Distribution357 cited
  • 2020Omni-channel management in the new retailing era: A systematic review and future research agenda342 cited
  • 2021Nonlinear and synergistic effects of TOD on urban vibrancy: Applying local explanations for gradient boosting decision tree280 cited
  • 2021Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach250 cited
  • 2019Exploring the non-linear associations between spatial attributes and walking distance to transit206 cited
  • 2021Understanding the modifiable areal unit problem in dockless bike sharing usage and exploring the interactive effects of built environment factors156 cited
  • 2024Unraveling nonlinear and interaction effects of multilevel built environment features on outdoor jogging with explainable machine learning98 cited
  • 2019Exploring the geography of retail success and decline: A case study of the Liverpool City Region93 cited
  • 2022Nonlinear and threshold effects of traffic condition and built environment on dockless bike sharing at street level83 cited
  • 2023Portraying business district vibrancy with mobile phone data and optimal parameters-based geographical detector model

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81 cited
  • 2022The path to digital maturity: A cluster analysis of the retail industry in an emerging economy61 cited
  • 2020Retail decline in France's small and medium-sized cities over four decades. Evidences from a multi-level analysis54 cited
  • 2010Where Is the Café? The Challenge of Making Retail Uses Viable in Mixed-use Suburban Developments53 cited
  • Cited by

    • 2025Unraveling the consumer geography from the review big data: A supply-demand duality perspective using store density and expenditure intensity8 cited
    • 2025Paths to prosperity: How transport networks and income accessibility shape retail location4 cited
    • 2026Unveiling the nonlinear effects of street-level audiovisual environments on urban cycling volume3 cited