Text mining for the evaluation of public services: the case of a public bike-sharing system

被引:0
|
作者
Na Rang Kim
Soon Goo Hong
机构
[1] Dong-A University,Department of Management Information Systems
来源
Service Business | 2020年 / 14卷
关键词
Public service evaluation; Text mining; Deep learning; Public bike-sharing system;
D O I
暂无
中图分类号
学科分类号
摘要
This study conducted text mining analysis of the review text data (13,615 accounts) posted on SNS by users of the public bike-sharing service in South Korea. A total of 11,954 reviews were processed with SKT KoBERT and classified them either positive or negative. Subsequently, various text mining techniques were used to determine the factors affecting the users’ polarity. The study results revealed that the identification of the positive and negative factors affecting service quality through an analysis of reviews by text mining contributes to the improvement of the public bike-sharing system.
引用
收藏
页码:315 / 331
页数:16
相关论文
共 50 条
  • [41] Impact Evaluation of Bike-Sharing on Bicycling Accessibility
    Song, Mingzhu
    Wang, Kaiping
    Zhang, Yi
    Li, Meng
    Qi, He
    Zhang, Yi
    SUSTAINABILITY, 2020, 12 (15)
  • [42] Environmental impact assessment of bike-sharing considering the modal shift from public transit
    Saltykova, Kateryna
    Ma, Xiaolei
    Yao, Liliang
    Kong, Hui
    Transportation Research Part D: Transport and Environment, 2022, 105
  • [43] Evaluation of Energy Supply Technologies for Autonomous Cargo Bike-Sharing System
    Mukku, Vasu Dev
    Kania, Malte
    Brinken, Julius
    Salah, Imen Haj
    Assmann, Tom
    IFAC PAPERSONLINE, 2023, 56 (02): : 1784 - 1790
  • [44] Evaluation of factors affecting demand on the bike-sharing system Case study on the city of Marrakech, Morocco
    Azmi, Rida
    Diop, ElBachir
    Chenal, Jerome
    Azmi, Kamal
    Koumetio, Cedric Stephane Tekouabou
    2022 14TH INTERNATIONAL COLLOQUIUM OF LOGISTICS AND SUPPLY CHAIN MANAGEMENT (LOGISTIQUA2022), 2022, : 98 - 104
  • [45] A PUBLIC VALUE-BASED, MULTILEVEL EVALUATION FRAMEWORK TO EXAMINE PUBLIC BIKE-SHARING SYSTEMS. IMPLICATIONS FOR CITIES' SUSTAINABLE TRANSPORT POLICIES
    Podgorniak-Krzykacz, Aldona
    Przywojska, Justyna
    Trippner-Hrabi, Justyna
    TRANSPORT AND TELECOMMUNICATION JOURNAL, 2022, 23 (02) : 180 - 194
  • [46] Understanding the complementary effect of bike-sharing on public transit: A case study of subway line expansion in Xiamen, China
    Huang, Ganxiang
    Wang, Hongyan
    Xu, Di
    JOURNAL OF TRANSPORT GEOGRAPHY, 2024, 121
  • [47] Diffusion behavior in a docked bike-sharing system
    Wei, Xueyan
    Luo, Sida
    Nie, Yu
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2019, 107 : 510 - 524
  • [48] Assessing and Predicting Mobility Improvement of Integrating Bike-Sharing into Multimodal Public Transport Systems
    Kapuku, Christian
    Kho, Seung-Young
    Kim, Dong-Kyu
    Cho, Shin-Hyung
    TRANSPORTATION RESEARCH RECORD, 2021, 2675 (11) : 204 - 213
  • [49] FINANCIAL DETERMINANTS OF MODE SUBSTITUTION IN RESIDENTS' TRAVEL BEHAVIOUR: A CASE STUDY OF PUBLIC BIKE-SHARING IN LODZ, POLAND
    Trippner-hrabi, Justyna
    Podgorniak-krzykacz, Aldona
    Wojcik, Szymon
    EUROPEAN SPATIAL RESEARCH AND POLICY, 2024, 31 (01) : 79 - 98
  • [50] Efficiency and equality of the multimodal travel between public transit and bike-sharing accounting for multiscale
    Liu, Zhihang
    Fang, Chenyu
    Li, Hao
    Wu, Jinlin
    Zhou, Lin
    Werner, Martin
    SUSTAINABLE CITIES AND SOCIETY, 2024, 101