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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1//EN"
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<title>Ganmin Yin</title>
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<div class="menu-item"><a href="index.html" class="current">Home</a></div>
<div class="menu-item"><a href="https://scholar.google.com/citations?user=UgdgRs0AAAAJ&hl=zh-CN">Google Scholar</a></div>
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<h1>Ganmin Yin </h1>
</div>
<table class="imgtable"><tr><td>
<a href="https://sunshineyin.github.io/"><img src="photos/avatar.jpg" alt="alt text" width="160px" height="160px" /></a> </td>
<td align="left"><p>Ph.D. Candidate, <br />
Institute of Remote Sensing & GIS, <br />
Peking University, <br />
No. 5 Yiheyuan Road, <br />
Beijing, China <br />
E-mail: <a href="mailto:[email protected]">[email protected]</a></p>
</td></tr></table>
<h2>About Me</h2>
<p>I am Ganmin Yin, currently a Ph.D. candidate (2020-2025, expected) majoring in GIScience at Peking University. I am also a research assistant in the <a href="https://pku-geocomp.com/">Geocomputation Group</a> of the Spatio-Temporal Social Sensing Lab (<a href="https://geos3.netlify.app/">S<sup>3</sup>-Lab</a>), 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>. Before that, I received my B.S. Degree on GIScience at Peking University in 2020. <br /><br />
My research interests focus on urban analytics with geospatial big data and deep learning techniques, including sustainability issues like <b>transportation and urbanization</b>. My research goal is to introduce state-of-the-art theories and models to better understand the human-environment relationship. <br /><br />
Besides, I am also very interested in Hiking, Traveling, and Literature :). <br /><br />
<b>Note:</b> I am looking for a <u>postdoc</u> position starting in <i>2025, fall</i>. Feel free to contact me! <br /><br />
My CV can be downloaded from <a href="cv/CV_Ganmin YIN_Mar_2024.pdf"><u>here</u></a>.</p>
<h2>News</h2>
<ul>
<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: 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: Awarded the <a href="https://grs.pku.edu.cn/tzgg/365594.htm">Presidential Scholarship, Peking University</a>.</p>
</li>
<li>
<p>2022.06: 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: Start 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: Selected for a short-term overseas academic exchange program, supported by Peking University.</p>
</li>
</ul>
<h2>Education</h2>
<p><u>Ph.D. Candidate</u>, Cartography and GIScience, <b>Peking University</b>, 2020 - Present</p>
<ul>
<li>
<p>GPA: 3.60 / 4.0, Top 30%</p>
</li>
<li>
<p>Supervisor: Prof. Zhou Huang & Prof. Yu Liu</p>
</li>
</ul>
<p><u>B.S.</u>, GIScience, <b>Peking University</b>, 2016 - 2020</p>
<ul>
<li>
<p>GPA: 3.53 / 4.0, Top 30%</p>
</li>
<li>
<p>Supervisor: Prof. Zhou Huang</p>
</li>
</ul>
<h2>Selected Awards</h2>
<p><b>Rising Star Award</b>, College GIS Forum of China, 2023</p>
<ul>
<li>
<i>No. 1, About 10 winners per year for outstanding Chinese GIS students</i>
</li>
</ul>
<p><b>Presidential Scholarship</b>, Peking University, 2022, 2023 <b>(Two years)</b></p>
<ul>
<li>
<i>Top 5%, Highest honorary scholarship for graduate students of Peking University</i>
</li>
</ul>
<!-- <p><b>Academic Excellence Award</b>, Peking University, 2023</p>
<ul>
<li>
<i>Top 20%, Annual award of Peking University</i>
</li>
</ul> -->
<p><b>Merit Student</b>, Peking University, 2022</p>
<ul>
<li>
<i>Top 20%, Annual award of Peking University</i>
</li>
</ul>
<h2>Selected Publications</h2>
<p>*Corresponding author, <sup>#</sup>Equal contribution</p>
<ol>
<li>
<p><b>Yin, G.</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 = 7.6, 15/127</b>) [<a href="pub/Yin_2024_TRD.pdf">pdf</a>] [<a href="https://doi.org/10.1016/j.trd.2023.104038">doi</a>]</p>
</li>
<li>
<p><b>Yin, G.</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 = 7.5, 5/33</b>) [<a href="pub/Yin_2023_JAG.pdf">pdf</a>] [<a href="https://doi.org/10.1016/j.jag.2023.103245">doi</a>]</p>
</li>
<li>
<p><b>Yin, G.</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 = 2.0, 35/49</b>) [<a href="pub/Yin_2022_GeoInformatica.pdf">pdf</a>] [<a href="https://doi.org/10.1007/s10707-022-00467-0">doi</a>]</p>
</li>
<li>
<p>Huang, Z., <b>Yin, G.</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 = 3.5, 24/86, ESI Highly Cited Paper</b>) [<a href="pub/Huang_2023_EPB.pdf">pdf</a>] [<a href="https://doi.org/10.1177/23998083231158370">doi</a>]</p>
</li>
</ol>
<p><a href="https://scholar.google.com/citations?user=UgdgRs0AAAAJ&hl=zh-CN">Full list of publications in Google Scholar</a>.</p>
<h2>Presentations</h2>
<ol>
<li>
<p><b>Yin, G.</b> "Exploring the influencing factors of urban commercial agglomeration attractiveness based on mobile signaling big data". <i>The 18th China Annual Conference on GIS Theory and Method</i> (Guilin, China, 2023). (<b>Oral</b>) [<a href="https://gis2022.scievent.com/news/5677.html">agenda</a>]</p>
</li>
<li>
<p><b>Yin, G.</b> "Understanding public transport supply and demand from the perspective of public transport travel ratio in a fine spatial scale". <i>The 28th International Conference on Geoinformatics</i> (Nanchang, China, 2021). (<b>Oral</b>) [<a href="https://www.cpgis.org/Files/202112080314214623.pdf">agenda</a>]</p>
</li>
</ol>
<h2>Services</h2>
<p><b>Peer Reviewer</b></p>
<ul>
<li>
<p>Computers, Environment and Urban Systems, 2024</p>
</li>
<li>
<p>Cities, 2024</p>
</li>
<li>
<p>International Journal of Applied Earth Observation and Geoinformation, 2024</p>
</li>
<li>
<p>Heliyon, 2024</p>
</li>
<li>
<p>Urban Climate, 2023</p>
</li>
<li>
<p>Transactions in GIS, 2021</p>
</li>
</ul>
<p><b>Session Chair</b></p>
<ul>
<li>
<p>Session 2 - Geospatial Analysis, The 2021 International Graduate Workshop on GeoInformatics, Beijing, China</p>
</li>
</ul>
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