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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
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<title>Ganmin Yin</title>
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<div id="layout-content">
<div id="toptitle">
<h1>Ganmin Yin</h1>
<div class="nav-links">
<a href="index.html">Home</a>
<a href="https://scholar.google.com/citations?user=UgdgRs0AAAAJ&hl=zh-CN">Google Scholar</a>
<a href="https://www.researchgate.net/profile/Ganmin-Yin">ResearchGate</a>
<a href="https://www.linkedin.com/in/ganmin-yin-92aba5361/">LinkedIn</a>
<a href="cv/CV_Ganmin YIN_Nov_2025.pdf">CV</a>
</div>
</div>
<div class="imgtable">
<img src="photos/avatar.jpg" alt="Ganmin Yin" />
<div class="profile-info">
<p>Ph.D. at Peking University, <br />
Postdoc at SMART, MIT, <br />
1 CREATE Way, <br />
#09-03 CREATE Tower (M3S), <br />
Singapore, 138602 <br />
E-mail: <a href="mailto:ganmin@mit.edu">ganmin@mit.edu</a><br />
<!-- <i>"Looking for a postdoc position starting in 2025, fall"</i></p> -->
</div>
</div>
<h2>About Me</h2>
<p>I am a Postdoc Associate at <a href="https://m3s.mit.edu/">SMART Centre, MIT</a>, working with Prof. <a href="https://scholar.google.com/citations?user=xdGRNpwAAAAJ">Siqi Zheng</a>. Before that, I obtained my Ph.D. degree in GIScience from Peking University in 2025, supervised by Prof. <a href="https://scholar.google.com/citations?user=BUFSF_8AAAAJ">Zhou Huang</a> and Prof. <a href="https://scholar.google.com/citations?user=Xh_lRY4AAAAJ">Yu Liu</a>. I also received my B.S. degree in GIScience from Peking University in 2020.</p>
<p>My research interests focus on urban analytics with geospatial big data and advanced models, including sustainability issues like <b><a href="slide/Sustainable mobility_Ganmin YIN_MIT SMART_Dec_2025.pdf">transportation</a> and urbanization</b>. My research goal is to introduce state-of-the-art theories and models to better understand the human-environment relationship.</p>
<p>Besides, I am also very interested in Hiking, Traveling, and Reading :）.</p>
<!-- <p><b>Note:</b> I am looking for a <u><b>postdoc</b></u> position starting in <i>2025, fall</i>. Feel free to contact me!</p> -->
<!-- <p>My CV can be downloaded from <a href="cv/CV_Ganmin YIN_Mar_2024.pdf"><u>here</u></a>.</p> -->
<h2>News</h2>
<ul id="news-list" class="news-list-collapsed">
<li class="show">
<p>2025.11: Two first-author papers are accepted to <a href="https://www.sciencedirect.com/science/article/abs/pii/S096585642500415X">TRA</a> and <a href="https://www.sciencedirect.com/science/article/pii/S136192092500481X">TRD</a>.</p>
</li>
<li class="show">
<p>2025.09: I am starting as a Postdoc Associate at <a href="https://m3s.mit.edu/">SMART Centre, MIT</a>.</p>
</li>
<li class="show">
<p>2025.07: I graduate from Peking University with honor.</p>
</li>
<li class="show">
<p>2025.05: I defend my Ph.D. thesis successfully.</p>
</li>
<li class="show">
<p>2025.01: A first-author paper is accepted to <a href="https://www.sciencedirect.com/science/article/abs/pii/S221067072500040X">SCS</a>.</p>
</li>
<li>
<p>2024.11: A first-author paper is accepted to <a href="https://www.mdpi.com/2076-3417/14/22/10191">Applied Sciences</a>.</p>
</li>
<li>
<p>2023.12: A first-author paper is accepted to <a href="https://www.sciencedirect.com/science/article/pii/S1361920923004352">TRD</a>.</p>
</li>
<li>
<p>2023.09: I am awarded the <a href="https://mp.weixin.qq.com/s/_LfrkyzSJCsbtnc2XLMbRw">Rising Star Award, College GIS Forum of China</a> and <a href="https://grs.pku.edu.cn/tzgg/373402.htm">Presidential Scholarship, Peking University</a>.</p>
</li>
<!-- <li>
<p>2023.05: Oral presentation at <a href="https://gis2022.scievent.com/home/">The 18th China Annual Conference on GIS Theory and Method, Session 15 - Trajectory Data Mining</a>.</p>
</li> -->
<li>
<p>2023.02: A first-author paper is accepted to <a href="https://www.sciencedirect.com/science/article/pii/S1569843223000675">JAG</a>.</p>
</li>
<li>
<p>2023.01: A second-author (after my supervisor) paper is accepted to <a href="https://journals.sagepub.com/doi/abs/10.1177/23998083231158370">EPB</a>.</p>
</li>
<li>
<p>2022.09: I am awarded the <a href="https://grs.pku.edu.cn/tzgg/365594.htm">Presidential Scholarship, Peking University</a>.</p>
</li>
<li>
<p>2022.06: I pass the qualifying exam and become a Ph.D. candidate.</p>
</li>
<li>
<p>2022.04: A first-author paper is accepted to <a href="https://link.springer.com/article/10.1007/s10707-022-00467-0">GeoInformatica</a>.</p>
</li>
<!-- <li>
<p>2021.11: Oral presentation at <a href="https://www.cpgis.org/conferences/ConferenceDefault.aspx?ID=2077">CPGIS 2021, Session 25 - Geocomputation</a>.</p>
</li> -->
<li>
<p>2020.06: My first collaborative paper is accepted to <a href="https://www.nature.com/articles/s41598-020-65175-x">Scientific Reports</a>.</p>
</li>
<li>
<p>2018.10: I am starting as a research assistant in <a href="https://geos3.netlify.app/">S<sup>3</sup>-Lab</a>, Peking University.</p>
</li>
<li>
<p>2017.09: I am selected for a short-term overseas academic exchange program, supported by Peking University.</p>
</li>
</ul>
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<h2>Education</h2>
<p><u>Ph.D.</u>, Cartography and GIScience, <b>Peking University</b>, 2020 - 2025</p>
<ul>
<li>
<p>Supervisor: Prof. Zhou Huang & Prof. Yu Liu</p>
</li>
<li>
<p>Thesis: Analysis and Application of Low-Carbon Urban Transportation Based on Geospatial Big Data</p>
</li>
</ul>
<p><u>B.S.</u>, GIScience, <b>Peking University</b>, 2016 - 2020</p>
<ul>
<li>
<p>Supervisor: Prof. Zhou Huang</p>
</li>
<li>
<p>Thesis: Spatial Prediction of Public Transportation Modal Share: A Case Study in Beijing</p>
</li>
</ul>
<h2>Selected Publications</h2>
<p><a href="https://scholar.google.com/citations?user=UgdgRs0AAAAJ&hl=zh-CN">[Full publications]</a> <a href="slide/Sustainable mobility_Ganmin YIN_MIT SMART_Dec_2025.pdf">[Research slides]</a></p>
<p>*Corresponding author, <sup>#</sup>Equal contribution</p>
<!-- Publications grouped by year -->
<div class="pub-year-group">
<div class="pub-year-title">2025 (3)</div>
<ul>
<li>
<p><b><u>Yin, G.</u></b>, Huang, Z.*, Ren, S., Tang, M., Yan, X., Zheng, J., Qi, J., Bao, Y., & Ma, X. (2026). <a href="https://doi.org/10.1016/j.tra.2025.104782"><u>Balancing efficiency and emissions through travel mode shifts: A multi-objective analysis from Beijing, China</u></a>. <i>Transportation Research Part A: Policy and Practice</i>, 204, 104782. (<b>IF = 6.8, 22/620</b>)</p>
</li>
<li>
<p><b><u>Yin, G.</u></b>, Huang, Z.*, Wang, X., Tang, M., Ren, S., & Bao, Y. (2026). <a href="https://doi.org/10.1016/j.trd.2025.105071"><u>Unveiling the overestimated carbon reductions of dockless bike-sharing: A data-driven analysis</u></a>. <i>Transportation Research Part D: Transport and Environment</i>, 150, 105071. (<b>IF = 7.7, 5/61</b>)</p>
</li>
<li>
<p><b><u>Yin, G.</u></b>, Fu, C., Ren, S., Yan, X., Qi, J., Bao, Y., & Huang, Z.* (2025). <a href="https://doi.org/10.1016/j.scs.2025.106162"><u>Traffic prediction and road space optimization for the integration of dockless bike-sharing and subway</u></a>. <i>Sustainable Cities and Society</i>, 121, 106162. (<b>IF = 12.0, 3/95</b>)</p>
</li>
</ul>
</div>
<div class="pub-year-group">
<div class="pub-year-title">2024 (2)</div>
<ul>
<li>
<p><b><u>Yin, G.</u></b>, Feng, Y., Jiang, Y., & Bao, Y.* (2024). <a href="https://doi.org/10.3390/app142210191"><u>A Scene-Object-Economy framework for identifying and validating urban-rural fringe using multisource geospatial big data</u></a>. <i>Applied Sciences</i>, 14(22), 10191. (<b>IF = 2.5, 50/175</b>)</p>
</li>
<li>
<p><b><u>Yin, G.</u></b>, Huang, Z.*, Fu, C., Ren, S., Bao, Y., & Ma, X. (2024). <a href="https://doi.org/10.1016/j.trd.2023.104038"><u>Examining active travel behavior through explainable machine learning: Insights from Beijing, China</u></a>. <i>Transportation Research Part D: Transport and Environment</i>, 127, 104038. (<b>IF = 7.7, 5/61</b>) [<b>ESI Highly Cited Paper</b>]</p>
</li>
</ul>
</div>
<div class="pub-year-group">
<div class="pub-year-title">2023 (2)</div>
<ul>
<li>
<p><b><u>Yin, G.</u></b>, Huang, Z.*, Yang, L., Ben-Elia, E., Xu, L., Scheuer, B., & Liu, Y. (2023). <a href="https://doi.org/10.1016/j.jag.2023.103245"><u>How to quantify the travel ratio of urban public transport at a high spatial resolution? A novel computational framework with geospatial big data</u></a>. <i>International Journal of Applied Earth Observation and Geoinformation</i>, 118, 103245. (<b>IF = 8.6, 5/65</b>)</p>
</li>
<li>
<p>Huang, Z., <b><u>Yin, G.</u></b>, Peng, X.*, Zhou, X., & Dong, Q. (2023). <a href="https://doi.org/10.1177/23998083231158370"><u>Quantifying the environmental characteristics influencing the attractiveness of commercial agglomerations with big geo-data</u></a>. <i>Environment and Planning B: Urban Analytics and City Science</i>, 50(9), 2470-2490. (<b>IF = 3.1, 27/173</b>) [<b>ESI Highly Cited Paper</b>]</p>
</li>
</ul>
</div>
<div class="pub-year-group">
<div class="pub-year-title">2022 (1)</div>
<ul>
<li>
<p><b><u>Yin, G.</u></b>, Huang, Z.*, Bao, Y., Wang, H., Li, L., Ma, X., & Zhang, Y. (2023). <a href="https://doi.org/10.1007/s10707-022-00467-0"><u>ConvGCN-RF: A hybrid learning model for commuting flow prediction considering geographical semantics and neighborhood effects</u></a>. <i>GeoInformatica</i>, 27(2), 137-157. (<b>IF = 2.5, 29/67</b>) [<b>Top 1 Most Cited Paper in 2023</b>]</p>
</li>
</ul>
</div>
<h2>Honors and Awards</h2>
<ul>
<li>
<p><b>Excellent Graduate</b>, Peking University, 2025</p>
</li>
<li>
<p><b>Merit Student</b>, Peking University, 2024</p>
</li>
<li>
<p><b>Rising Star Award</b>, College GIS Forum (CGF) of China, 2023</p>
</li>
<li>
<p><b>Presidential Scholarship</b>, Peking University, 2023</p>
</li>
<li>
<p><b>Industrial Bank Scholarship</b>, Peking University, 2023</p>
</li>
<li>
<p><b>Academic Excellence Award</b>, Peking University, 2023</p>
</li>
<li>
<p><b>Presidential Scholarship</b>, Peking University, 2022</p>
</li>
<li>
<p><b>Merit Student</b>, Peking University, 2022</p>
</li>
<li>
<p><b>LongRuan Scholarship</b>, Beijing LongRuan Technology Co. Ltd., 2020</p>
</li>
<li>
<p><b>Study Excellence Award</b>, Peking University, 2017</p>
</li>
</ul>
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