{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,12]],"date-time":"2026-06-12T07:34:58Z","timestamp":1781249698519,"version":"3.54.1"},"reference-count":31,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2019,4,9]],"date-time":"2019-04-09T00:00:00Z","timestamp":1554768000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Strategic Priority Research Program of the Chinese Academy of Sciences","award":["XDA19040403"],"award-info":[{"award-number":["XDA19040403"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["41771134"],"award-info":[{"award-number":["41771134"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJGI"],"abstract":"<jats:p>Public transit services should favor space equity, and the concern of this study is how the allocation of public transportation resources corresponds to the needs of transit users. Identifying mismatches between urban transit resources and regular transit users benefits the transportation resource allocation policy. This study introduces a location maximum likelihood estimation method and a cell space collector mechanism to explore distribution differences of regular transit riders and transit stations based on data mining. In Beijing, 5.37 million regular transit users were identified, and their first-morning transit stations were found to be within 2 km from their last transit stations used the day before. As their locations were estimated, differences in ratios of the regular transit riders to residents were found among areas. Most regular transit users were located in the suburban areas of 5\u201320 km from the center of Beijing, and the spatial distribution of transit stations declined from the center to the peripheral urban areas. This mismatch between public transit services and regular transit riders sheds light on urban transportation policies.<\/jats:p>","DOI":"10.3390\/ijgi8040186","type":"journal-article","created":{"date-parts":[[2019,4,9]],"date-time":"2019-04-09T05:58:07Z","timestamp":1554789487000},"page":"186","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Measuring Spatial Mismatch between Public Transit Services and Regular Riders: A Case Study of Beijing"],"prefix":"10.3390","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2955-626X","authenticated-orcid":false,"given":"Haitao","family":"Jin","sequence":"first","affiliation":[{"name":"Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China"},{"name":"Department of Index, Beijing Transportation Information Center, Beijing 100073, China"},{"name":"College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fengjun","family":"Jin","sequence":"additional","affiliation":[{"name":"Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China"},{"name":"College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"He","family":"Zhu","sequence":"additional","affiliation":[{"name":"Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2019,4,9]]},"reference":[{"key":"ref_1","first-page":"386","article-title":"Perceived accessibility, mobility, and connectivity of public transportation systems","volume":"77","author":"Cheng","year":"2015","journal-title":"Transp. Res. Part A"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"387","DOI":"10.2307\/1925895","article-title":"The Pure Theory of Public Expenditure","volume":"36","author":"Samuelson","year":"1954","journal-title":"Rev. Econ. Stat."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/j.cities.2014.04.006","article-title":"An integrated framework to evaluate the equity of urban public facilities using spatial multi-criteria analysis","volume":"40","author":"Taleai","year":"2014","journal-title":"Cities"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1016\/S0038-0121(01)00004-0","article-title":"Strategic analysis of public transport coverage","volume":"35","author":"Murray","year":"2001","journal-title":"Socio-Econ. Plan. Sci."},{"key":"ref_5","unstructured":"Hodkinson, G. (1985). Equity in Sydney\u2019s Public Transport. (Transport Preprints of Papers), Institution of Engineers."},{"key":"ref_6","unstructured":"Boyle, D.K., Foote, P.J., and Karash, K.H. (2018, December 04). Public transportation marketing and fare policy. Transportation in the New Millennium. Available online: http:\/\/onlinepubs.trb.org\/onlinepubs\/millennium\/00093.pdf."},{"key":"ref_7","first-page":"373","article-title":"Urban Transport, Environment and Equity: The case for developing countries by E. Vasconcellos","volume":"4","author":"Nutley","year":"2002","journal-title":"Geography"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"562","DOI":"10.1016\/j.trd.2016.11.011","article-title":"Understanding job-housing relationship and commuting pattern in Chinese cities: Past, present and future","volume":"52","author":"Ta","year":"2017","journal-title":"Transp. Res. D: Transp. Environ."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/j.jtrangeo.2009.09.008","article-title":"Impact of the jobs-housing balance on urban commuting in Beijing in the transformation era","volume":"19","author":"Zhao","year":"2011","journal-title":"J. Transp. Geogr."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1016\/j.jtrangeo.2016.12.001","article-title":"Understanding commuting patterns using transit smart card data","volume":"58","author":"Ma","year":"2017","journal-title":"J. Transp. Geogr."},{"key":"ref_11","first-page":"684","article-title":"A justice-theoretic approach to the distribution of transportation benefits: Implications for transportation planning practice in the United States","volume":"46","author":"Martens","year":"2012","journal-title":"Transp. Res. Part A"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"4016010","DOI":"10.1061\/(ASCE)UP.1943-5444.0000328","article-title":"Equity in Regional Public Transit Finance: Tradeoffs between Social and Geographic Equity","volume":"142","author":"Iseki","year":"2016","journal-title":"J. Plan. Dev."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1016\/j.retrec.2014.09.035","article-title":"Measuring and improving the efficiency and effectiveness of bus public transport systems","volume":"48","author":"Georgiadis","year":"2014","journal-title":"Res. Transp. Econ."},{"key":"ref_14","first-page":"30","article-title":"Development and implementation of a performance-based state transit subsidy allocation formula for indiana","volume":"1076","author":"Sinha","year":"1986","journal-title":"Transp. Res. Rec."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1016\/0191-2607(81)90141-2","article-title":"Transit assistance allocation: Further research findings","volume":"15","author":"Forkenbrock","year":"1981","journal-title":"Transp. Res. A: Gen."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1016\/j.jtrangeo.2015.01.011","article-title":"Exploring public transport equity between separate disadvantaged cohorts: A case study in Perth, Australia","volume":"43","author":"Ricciardi","year":"2015","journal-title":"J. Transp. Geogr."},{"key":"ref_17","unstructured":"Chowdhury, S., Govender, D., Govender, D., and Ceder, A.A. (2017, January 8). Assessing Connectivity Equity of a Regional Public Transport Network. Proceedings of the Transportation Research 96th Annual Meeting, Washington, DC, USA."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"398","DOI":"10.1016\/j.habitatint.2010.11.008","article-title":"From \u201cspatial bond\u201d to \u201cspatial mismatch\u201d: An assessment of changing jobs\u2013housing relationship in Beijing","volume":"35","author":"Wang","year":"2011","journal-title":"Habitat Int."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.jtrangeo.2011.11.005","article-title":"Reducing car use: Changing attitudes or relocating? The influence of residential dissonance on travel behavior","volume":"22","author":"Derudder","year":"2012","journal-title":"J. Transp. Geogr."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Gebresselassie, M., and Sanchez, T.W. (2018). \u201cSmart\u201d Tools for Socially Sustainable Transport: A Review of Mobility Apps. Urb. Sci., 2.","DOI":"10.3390\/urbansci2020045"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"236","DOI":"10.1016\/j.jtrangeo.2016.12.016","article-title":"Assessing equity in transport accessibility to work and study: The Bogot\u00e1 region","volume":"58","author":"Guzman","year":"2017","journal-title":"J. Transp. Geogr."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"29","DOI":"10.3141\/2183-04","article-title":"Augmenting transit trip characterization and travel behavior comprehension: Multiday location-stamped smart card transactions","volume":"2183","author":"Chu","year":"2010","journal-title":"Transp. Res. Rec.: J. Transp. Res. Board"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1016\/j.trc.2012.01.007","article-title":"Estimation of a disaggregate multimodal public transport Origin\u2013Destination matrix from passive smartcard data from Santiago, Chile","volume":"24","author":"Munizaga","year":"2012","journal-title":"Transp. Res. C: Emerg. Technol."},{"key":"ref_24","unstructured":"Tr\u00e9panier, M., and Morency, C. (2010, January 11\u201315). Assessing transit loyalty with smart card data. Proceedings of the 12th World Conference on Transport Research, Lisbon, Portugal."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1016\/j.trc.2010.12.003","article-title":"Smart card data use in public transit: A literature review","volume":"19","author":"Pelletier","year":"2011","journal-title":"Transp. Res. C: Emerg. Technol."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1111\/j.1435-5597.1970.tb01464.x","article-title":"What about people in regional science?","volume":"24","year":"1970","journal-title":"Reg. Sci."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1038\/nature10856","article-title":"A universal model for mobility and migration patterns","volume":"484","author":"Simini","year":"2012","journal-title":"Nature"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"82","DOI":"10.1016\/j.jtrangeo.2014.04.016","article-title":"(Avi) Using connectivity for measuring equity in transit provision","volume":"37","author":"Kaplan","year":"2014","journal-title":"J. Transp. Geogr."},{"key":"ref_29","first-page":"91","article-title":"Assessing the spatial equity of Seoul\u2019s public transportation using the Gini coefficient based on its accessibility","volume":"21","author":"Jang","year":"2017","journal-title":"Int. J. Urb. Sci."},{"key":"ref_30","first-page":"302","article-title":"The cost of equity: Assessing transit accessibility and social disparity using total travel cost","volume":"91","author":"Levinson","year":"2016","journal-title":"Transp. Res. Part A"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"154","DOI":"10.1016\/j.jth.2015.08.007","article-title":"The association of trip distance with walking to reach public transit: Data from the California household travel survey","volume":"3","author":"Durand","year":"2016","journal-title":"J. Transp. 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