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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Shonan Meeting 210 - Mobility AI</title>
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<body>
<header>
<h1>Shonan Seminar</h1>
<p>Advancing Mobility Data Science and Mobility AI</p>
</header>
<nav>
<a href="#overview">Overview</a>
<a href="#topics">Topics</a>
<a href="#organizers">Organizers</a>
<a href="#schedule">Schedule</a>
<a href="#outcomes">Meeting Outcomes</a>
<a href="#participants">Participants</a>
<a href="#venue">Venue</a>
</nav>
<div class="container">
<section id="overview">
<h2>Overview</h2>
<p>The proliferation of handheld GPS enabled devices, spatial and spatio-temporal data is generated, stored, and published by billions of users in a plethora of applications. Multiple communities, in computer science, outside computer science, and in industry, have responded to the pertinent challenges and proposed solutions to individual problems. These communities include mobile data management, spatial data mining, geography, transportation engineering, spatial privacy, and spatial epidemiology. In addition, the AI and machine learning communities have also started exploring spatio-temporal and mobility data. Integrating these communities around the common interest of AI and data science around spatio-temporal and mobility-related problems is the best chance to achieve impactful end-to-end solutions to real world problems in our cities. This Shonan meeting will follow the success of the <a href="https://www.dagstuhl.de/en/program/calendar/semhp/?semnr=22021">Seminar on Mobility Data Science</a> held in January 2022, and expand it to the Mobility AI (or GeoAI) community.</p>
</section>
<section id="topics">
<h2>Topics</h2>
<div class="topic-container">
<div class="topic">
<h3>Open Large-scale Datasets</h3>
<p>The success of developing advanced models for various applications largely depends on high-quality large-scale datasets. In mobility data science and mobility AI research, most research works still rely on traditional datasets like Geolife, Gowalla, TaxiPorto, and FourSquare, which were introduced a decade ago. The meeting will discuss the challenges and questions towards developing large-scale open datasets such as:</p>
<ul>
<li>What are the challenges of collecting and publishing modern mobility data?</li>
<li>How to assess the quality of mobility data?</li>
<li>How to address the privacy concerns in releasing large-scale mobility data?</li>
<li>Which data models facilitate the integration of heterogeneous data from multiple sources?</li>
</ul>
</div>
<div class="topic">
<h3>Reproducibility</h3>
<p>In comparison to other research communities such as CV and NLP, the reproducibility in the mobility data science/AI research area is overlooked. For example, a proposed model or algorithm is rarely evaluated globally. We cannot guarantee the utility of a model in a new scenario even if its implementation is available. We will discuss questions related to the reproducibility, including:</p>
<ul>
<li>What are the main reproducibility issues in the community?</li>
<li>Can we develop a centralized platform for cross-region reproduction?</li>
<li>How can we design a reproducibility checklist for mobility data science/AI research?</li>
<li>How to conduct benchmarking research for each mobility data science/AI research task?</li>
</ul>
</div>
<div class="topic">
<h3>New Directions</h3>
<p>Another important aspect of this meeting is to shape the future of mobility data science and mobility AI (e.g., in the next 10 years). We believe with proper designing, the research of mobility could bring many benefits to our daily life in multiple ways. Research questions discussed will include:</p>
<ul>
<li>What are the priority areas of focus for the advancement of mobility data science/AI?</li>
<li>How can we conduct responsible mobility data science/AI research for other disciplines such as for Intelligent Transportation, business intelligence, emergency and disaster response?</li>
<li>How can we strengthen the cross-country collaborations to leverage data with more diverse geographical characteristics?</li>
<li>How to foster interdisciplinary collaborations on a regular basis?</li>
</ul>
</div>
</div>
</section>
<section id="organizers">
<h2>Organizers</h2>
<div class="organizers-container">
<div class="organizer">
<img src="img/shonan_img/Flora.png" alt="Flora Salim">
<a href="https://fsalim.github.io/" target="_blank">Flora Salim</a>
<p>University of New South Wales Sydney, Australia</p>
</div>
<div class="organizer">
<img src="img/shonan_img/Andreas.png" alt="Andreas Zufle">
<a href="https://www.zuefle.org/" target="_blank">Andreas Zufle</a>
<p>Emory University, USA</p>
</div>
<div class="organizer">
<img src="img/shonan_img/Mahmoud.png" alt="Mahmoud Sakr">
<a href="https://cs.ulb.ac.be/members/mahmoud/" target="_blank">Mahmoud Sakr</a>
<p>Université libre de Bruxelles, Belgium</p>
</div>
<div class="organizer">
<img src="img/shonan_img/Kyoungsook.png" alt="Kyoung-Sook Kim">
<a href="https://staff.aist.go.jp/ks.kim/" target="_blank">Kyoung-Sook Kim</a>
<p>National Institute of Advanced Industrial Science and Technology (AIST), Japan</p>
</div>
<div class="organizer">
<img src="img/shonan_img/Peer.png" alt="Peer Kroger">
<a href="https://www.isdm.informatik.uni-kiel.de/de?set_language=de" target="_blank">Peer Kroger</a>
<p>University of Kiel, Germany</p>
</div>
</div>
</section>
<!-- <section id="schedule">
<h2>Schedule</h2>
<p>The seminar will run from <strong>February 17 to February 20, 2025</strong>.</p>
<p>The main activities include: panel talks, hands on workshop discussions, and breakout group discussions, and also an excursion. The first day of the meeting will be focused on creating a maximum degree of interaction between participants. It is important to introduce everyone to everyone. We will invite every participant to give a short 5 minute introduction of themselves and their work. This shall be followed by a speed dating session, in which participants will be divided into groups, based on the domain of work. This will be followed with plenary talks in the morning and hands-on ideation in the afternoon. On the second and third day, we will focus on the variety of topics in breakout groups. On the last day, participants will present the summary of discussions identified in the previous three days. The purpose of these work groups is to collectively produce the anticipated outcomes of the meeting.</p>
</section> -->
<section id="schedule">
<h2>Schedule</h2>
<p>The seminar will run from <strong>February 17 to February 20, 2025</strong>.</p>
<div class="schedule-day">
<h3 onclick="toggleScheduleDetails('day-arrival')">Sunday (February 16, Arrival Day)</h3>
<div class="schedule-details" id="day-arrival">
<p>1500-1900: Check-In (Early Checkin Negotiable)</p>
<p>1900-2100: Welcome Banquet</p>
</div>
</div>
<div class="schedule-day">
<h3 onclick="toggleScheduleDetails('day-1')">Monday (Day 1, February 17, Session 1: Introduction and Lighting Talks & Session 2: Workshop on Datasets)</h3>
<div class="schedule-details" id="day-1">
<p>7:00-8:30: Breakfast</p>
<p>8:30-9:00: Pre-Meeting with Shonan Staff (Organizers only)</p>
<p>9:00-9:10: Shonan Video</p>
<p>9:10-9:30: Introduction</p>
<p>9:30-10:00: 3 Minute Self-Introductions (30m)</p>
<p>10:00-10:30: Break</p>
<p>10:30-12:00: 3 Minute Self-Introductions (90m)</p>
<p>12:00-13:30: Lunch (Cafeteria opens at 1130)</p>
<!-- <p>13:30-14:00: Group Photo</p> -->
<p>14:00-15:30: Workshop on Datasets</p>
<p>15:30-16:00: Break</p>
<p>16:00-18:00: Workshop on Datasets</p>
<p>18:00-19:15: Dinner</p>
</div>
</div>
<div class="schedule-day">
<h3 onclick="toggleScheduleDetails('day-2')">Tuesday (Day 2, February 18, Session 3: Workshop on Models & Session 4: Hands on Tooling, Quick Prototyping)</h3>
<div class="schedule-details" id="day-2">
<p>7:00-9:00: Breakfast</p>
<p>9:00-10:30: Workshop on Models</p>
<p>10:30-11:00: Break</p>
<p>11:00-12:00: Workshop on Models</p>
<!-- <p>11:30-12:00: Group Photo</p> -->
<p>12:00-13:30: Lunch</p>
<p>13:30-15:30: Hands-On Tooling & Quick Prototyping</p>
<p>15:30-16:00: Break</p>
<p>16:00-18:00: Hands-On Tooling & Quick Prototyping</p>
<p>18:00-19:15: Dinner</p>
</div>
</div>
<div class="schedule-day">
<h3 onclick="toggleScheduleDetails('day-3')">Wednesday (Day 3, February 19, Session 5: Shut up and Write!)</h3>
<div class="schedule-details" id="day-3">
<p>7:00-9:00: Breakfast</p>
<p>9:00-10:30: Paper and Proposal Writing</p>
<p>10:30-11:00: Break</p>
<p>11:00-12:00: Paper and Proposal Writing</p>
<p>11:30-12:00: Group Photo</p>
<p>12:00-13:30: Lunch</p>
<p>13:30-18:00: Excursion</p>
<p>18:00-21:00: Main Banquet (at excursion in Kamakura)</p>
</div>
</div>
<div class="schedule-day">
<h3 onclick="toggleScheduleDetails('day-4')">Thursday (Day 4, February 20, Session 6: Report and Next Steps)</h3>
<div class="schedule-details" id="day-4">
<p>7:00-10:00: Check-Out</p>
<p>7:00-9:00: Breakfast</p>
<p>9:00-10:00: Report, Next Steps, and Workshop Drawing (Part 1)</p>
<p>10:00-10:30: Break</p>
<p>10:30-12:00: Report, Next Steps, and Workshop Drawing (Part 2)</p>
<p>12:00: End of Shonan Workshop 210!</p>
<p>12:00-13:30: Lunch</p>
</div>
</div>
</section>
<section id="outcomes">
<h2>Meeting Outcomes</h2>
<p>One of the main discussion topic of the meeting will be around the large-scale datasets for mobility data science and mobility AI research. We therefore intend to compile a practical agenda for establishing such a dataset in the next few years.</p>
<ul>
<li>Joint Project Initiatives</li>
<li>A Journal Special Issue</li>
<li>A Collection of Abstracts, Presentations, and Videos.</li>
</ul>
</section>
<section id="participants">
<h2>Participants</h2>
<div class="container">
<table class="participants-table">
<tr>
<th>Name</th>
<th>Affiliation</th>
<th>Country</th>
</tr>
<tr><td>Dr. Taylor Anderson</td><td>George Mason University</td><td>USA</td></tr>
<tr><td>Mr. Hossein Amiri</td><td>Emory University</td><td>USA</td></tr>
<tr><td>Dr. Yang Cao</td><td>Institute of Science Tokyo</td><td>Japan</td></tr>
<tr><td>Dr. Gilles Dejaegere</td><td>Universite Libre de Bruxelles</td><td>Belgium</td></tr>
<tr><td>Prof. Zeinalipour Demetris</td><td>University of Cyprus</td><td>Cyprus</td></tr>
<tr><td>Dr. Renhe Jiang</td><td>University of Tokyo</td><td>Japan</td></tr>
<tr><td>Dr. Joon-Seok Kim</td><td>Emory University</td><td>USA</td></tr>
<tr><td>Dr. Yuxuan Liang</td><td>The Hong Kong University of Science and Technology (Guangzhou)</td><td>Hong Kong</td></tr>
<tr><td>Prof. Hua Lu</td><td>Aalborg University</td><td>Denmark</td></tr>
<tr><td>Dr. Amr Magdy</td><td>University of California, Riverside</td><td>USA</td></tr>
<tr><td>Mr. Gaspard Merten</td><td>Universite Libre de Bruxelles</td><td>Belgium</td></tr>
<tr><td>Prof. Mohamed Mokbel</td><td>University of Minnesota</td><td>USA</td></tr>
<tr><td>Ms. Chiara Pugliese</td><td>CNR-lit and CNR-Isti in Pisa</td><td>Italy</td></tr>
<tr><td>Dr. Jianzhong Qi</td><td>The University of Melbourne</td><td>Australia</td></tr>
<tr><td>Dr. Chiara Renso</td><td>ISTI - CNR</td><td>Italy</td></tr>
<tr><td>Prof. Matthias Renz</td><td>Kiel University</td><td>Germany</td></tr>
<tr><td>Dr. Hamada Rizk</td><td>Osaka University</td><td>Japan</td></tr>
<tr><td>Prof. Cyrus Shahabi</td><td>University of Southern California</td><td>USA</td></tr>
<tr><td>Prof. Goce Trajcevski</td><td>Iowa State University</td><td>USA</td></tr>
<tr><td>Prof. Ranga Raju Vatsavai</td><td>North Carolina State University</td><td>USA</td></tr>
<tr><td>Dr. Li Xiong</td><td>Emory University</td><td>USA</td></tr>
<tr><td>Prof. Jianqiu Xu</td><td>Nanjing University of Aeronautics and Astronautics</td><td>China</td></tr>
<tr><td>Dr. Hao Xue</td><td>University of New South Wales</td><td>Australia</td></tr>
<tr><td>Prof. Daisuke Yamamoto</td><td>Nagoya Institute of Technology</td><td>Japan</td></tr>
<tr><td>Dr. Takahiro Yabe</td><td>New York University</td><td>USA</td></tr>
<tr><td>Mr. Du Yin</td><td>University of New South Wales</td><td>Australia</td></tr>
<tr><td>Prof. Takuro Yonezawa</td><td>Nagoya University</td><td>Japan</td></tr>
<tr><td>Prof. Yang Yue</td><td>Shenzhen University</td><td>China</td></tr>
<tr><td>Dr.-Ing. Claudius Zelenka</td><td>Christian-Albrechts-Universität zu Kiel</td><td>Germany</td></tr>
<tr><td>Dr. Liang Zhao</td><td>Emory University</td><td>USA</td></tr>
</table>
</div>
</section>
<section id="venue">
<h2>Venue</h2>
<p>The meeting will be held at the <strong>Shonan Village Center</strong>, a serene location designed for collaborative academic events.</p>
<p>Address: 1560-39 Kamiyamaguchi, Hayama, Kanagawa, Japan</p>
<p><a href="https://shonan.nii.ac.jp/seminars/210/" target="_blank">More Information</a></p>
</section>
<footer>
<p>© 2025 Flora Salim. All Rights Reserved.</p>
</footer>
</body>
</html>