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Sangwan Lee

Biographic Data

ID4418039
NAMESangwan Lee
GIVEN NAMESSangwan
FAMILY NAMELee
SIGNATURELEE S
AFFILIATIONSKorea Land and Geospatial Informatix Corporation, Jeollabuk-do, Republic of Korea
ORCID0000-0001-8039-6655
VERIFIEDYes
TOTAL WORKS5
TOTAL CITATIONS4
WORKS AS AUTHOR5
WORKS AS EDITOR0
FIRST PUBLICATION YEAR2023
LATEST PUBLICATION YEAR2026
H-INDEX1
  • Emerging megaregions and intensifying spatial polarization in South Korea

    Open Access•Sangwan Lee, Chisun Yoo et al.•ARTICLE•Applied Geography•2026

    This study investigates the spatio-temporal evolution of spatial structure in South Korea, with the aim of understanding how spatial polarization and regional restructuring have unfolded over the past three decades. To achieve this, we apply Contour Tree Mapping and Emerging Hot Spot Analysis to Nighttime Light data. This study reveals three major findings. First, metropolitan areas such as Seoul and Busan continue to dominate the national urban …

  • Nonlinear and interaction effects of multi-dimensional street-level built environment features on urban vitality in Seoul

    Open Access•Sangwan Lee, Nahye Cho•ARTICLE•Cities•2025•Cited by: 3•References: 5

  • Multifaceted associations between built environments and POI visit patterns by trip purposes

    Open Access•Sangwan Lee, Sugie Lee et al.•ARTICLE•Cities•2025•Cited by: 1•References: 2

  • Relationships between Transportation Expenditures and Built Environment in the United States

    Open Access•Sangwan Lee•ARTICLE•Journal of Planning Education and…•2024•References: 8

    This study investigates the relationships between transportation expenditures and built environment (i.e., the D variables) in the United States using interpretable machine-learning (IML). Key findings include significant associations between these features, collectively contributing to 70.2 percent of feature importance. The study uncovers nonlinear relationships, such as transportation expenditures significantly declining after the compactness …

  • The Influence of Transportation Accessibility on Traffic Volumes in South Korea

    Open Access•Sangwan Lee, Jicheol Yang et al.•ARTICLE•Urban Science•2023•References: 4

    This study explored how transportation accessibility and traffic volumes for automobiles, buses, and trucks are related. This study employed machine learning techniques, specifically the extreme gradient boosting decision tree model (XGB) and Shapley Values (SHAP), with national data sources in South Korea collected from the Korea Transport Institute, Statistics Korea, and National Spatial Data Infrastructure Portal. Several key findings of featu…

  • Nonlinear and interaction effects of multi-dimensional street-level built environment features on urban vitality in Seoul

    Open Access•Sangwan Lee, Nahye Cho•ARTICLE•Cities•2025•Cited by: 3•References: 5

  • Multifaceted associations between built environments and POI visit patterns by trip purposes

    Open Access•Sangwan Lee, Sugie Lee et al.•ARTICLE•Cities•2025•Cited by: 1•References: 2

  • The Influence of Transportation Accessibility on Traffic Volumes in South Korea

    Open Access•Sangwan Lee, Jicheol Yang et al.•ARTICLE•Urban Science•2023•References: 4

    This study explored how transportation accessibility and traffic volumes for automobiles, buses, and trucks are related. This study employed machine learning techniques, specifically the extreme gradient boosting decision tree model (XGB) and Shapley Values (SHAP), with national data sources in South Korea collected from the Korea Transport Institute, Statistics Korea, and National Spatial Data Infrastructure Portal. Several key findings of featu…

  • Relationships between Transportation Expenditures and Built Environment in the United States

    Open Access•Sangwan Lee•ARTICLE•Journal of Planning Education and…•2024•References: 8

    This study investigates the relationships between transportation expenditures and built environment (i.e., the D variables) in the United States using interpretable machine-learning (IML). Key findings include significant associations between these features, collectively contributing to 70.2 percent of feature importance. The study uncovers nonlinear relationships, such as transportation expenditures significantly declining after the compactness …

  • Nonlinear and interaction effects of multi-dimensional street-level built environment features on urban vitality in Seoul

    Open Access•Sangwan Lee, Nahye Cho•ARTICLE•Cities•2025•Cited by: 3•References: 5

  • Multifaceted associations between built environments and POI visit patterns by trip purposes

    Open Access•Sangwan Lee, Sugie Lee et al.•ARTICLE•Cities•2025•Cited by: 1•References: 2

  • Emerging megaregions and intensifying spatial polarization in South Korea

    Open Access•Sangwan Lee, Chisun Yoo et al.•ARTICLE•Applied Geography•2026

    This study investigates the spatio-temporal evolution of spatial structure in South Korea, with the aim of understanding how spatial polarization and regional restructuring have unfolded over the past three decades. To achieve this, we apply Contour Tree Mapping and Emerging Hot Spot Analysis to Nighttime Light data. This study reveals three major findings. First, metropolitan areas such as Seoul and Busan continue to dominate the national urban …

Engineering (4 works) · Transport engineering (4 works) · Built environment (3 works) · Civil engineering (3 works) · Computer Science (2 works) · Geography (2 works) · Metropolitan area (2 works) · Transportation Planning and Optimization (2 works) · Urban Transport and Accessibility (2 works) · Architectural engineering (1 work)

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