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Sugie Lee

Hanyang University

Seoul

Korea, Republic of (South Korea)

SCHOLARLY PAPERS

9

DOWNLOADS

869

TOTAL CITATIONS

3

Scholarly Papers (9)

A Novel Walkability Index Using Google Street View and Deep Learning

Number of pages: 39 Posted: 30 Apr 2022
Ohio State University (OSU), Georgia Institute of Technology, The Ohio State University-City and Regional Planning and Hanyang University
Downloads 284 (267,876)

Abstract:

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Walkability Index, Perceived Walkability, Micro-scale Environmental Features, Google Street View, Deep Learning

A Novel Walkability Index Using Google Street View and Deep Learning

Number of pages: 44 Posted: 19 Oct 2022
Ohio State University (OSU), Georgia Institute of Technology, The Ohio State University-City and Regional Planning and Hanyang University
Downloads 123 (590,717)

Abstract:

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Walkability Index, Perceived Walkability, Micro-level Environmental Features, Google street view, Deep Learning

2.
Downloads 112 (640,165)

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crime, urban environment, Nonlinear Relationship, Interaction Effect, Interpretable Machine Learning (IML), SHapley Additive exPlanations (SHAP)

3.

Effects of Neighborhood Streetscape on Single-Family Housing Prices: Focusing on Non-Linear and Interaction Effects Using Interpretable Machine Learning

Number of pages: 30 Posted: 27 Jun 2023
Jaewon Han, Sugie Lee and Ayoung Woo
Hanyang University, Hanyang University and Hanyang University
Downloads 79 (809,932)
Citation 1

Abstract:

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Single-Family Housing Price, Neighborhood Streetscapes, Semantic Segmentation, Interpretable Machine Learning (IML), SHapley Additive exPlanations (SHAP)

4.

Neighborhood-Level Determining Factors of Travel Distance by Purpose: Policy Implications for the N-Minute City

Number of pages: 27 Posted: 26 Dec 2023
Kim Yejin and Sugie Lee
Hanyang University and Hanyang University
Downloads 73 (875,328)
Citation 1

Abstract:

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Travel distance, N-minute city, Pedestrian Daily Living Zone, Daily movement big data, travel behavior

5.

Emerging Mega-Regions and Intensifying Spatial Polarization in South Korea: Evidence from Nighttime Light Data

Number of pages: 31 Posted: 27 May 2025
Sangwan Lee, Chisun Yoo and Sugie Lee
affiliation not provided to SSRN, affiliation not provided to SSRN and Hanyang University
Downloads 69 (883,195)
Citation 1

Abstract:

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Spatial Structure, Mega-regionalization, Peripheralization, Nighttime Light

6.

What Factors Affect Users’ Satisfaction with Public Transportation? Application of a Latent Class Segmentation Model

Number of pages: 25 Posted: 09 Feb 2025
Hanyang University, Hanyang University, Hongik University, affiliation not provided to SSRN and Hanyang University
Downloads 60 (970,490)

Abstract:

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Public transportation, User satisfaction, Latent class model, Taste heterogeneity, Sustainable mobility

7.

Unraveling How the Built Environment Affects Poi Visits for Different Trip Purposes

Number of pages: 33 Posted: 03 Sep 2024
affiliation not provided to SSRN, Hanyang University and Hanyang University
Downloads 30 (1,332,057)

Abstract:

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Transportation and Land Use Interaction, built environment, urban vitality, Travel Behavior, GPS Mobility Data

8.

Factors Affecting First-Mile Travel Time of Urban Commutes: A Machine-Learning-Based Analysis Using Trip Decomposition Data

Number of pages: 36 Posted: 12 Aug 2025
Kim Yejin, Sungtaek Choi and Sugie Lee
Hanyang University, Hanyang University and Hanyang University
Downloads 23 (1,411,822)

Abstract:

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First-/last-mile, Commute travel, Smart card data, Machine learning, XGBoost model

9.

Uncovering Determinants of Homelessness Service Requests in Los Angeles: A Zero-Inflated Negative Binomial Approach Using Street-Segment Level Data

Number of pages: 35 Posted: 14 Apr 2026
Hanyang University, Hanyang University, University of California, Irvine - Department of Criminology, Law and Society, affiliation not provided to SSRN and Hanyang University
Downloads 16 (1,491,251)

Abstract:

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homelessness, 311 service requests, Street Segment, Zero-Inflated Negative Binomial Regression