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ORCID32nd SIGSPATIAL/GIS 2024: Atlanta, GA, USA
- Mario A. Nascimento, Li Xiong, Andreas Züfle, Yao-Yi Chiang, Ahmed Eldawy, Peer Kröger:
Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems, SIGSPATIAL 2024, Atlanta, GA, USA, 29 October 2024 - 1 November 2024. ACM 2024, ISBN 979-8-4007-1107-7
Main Conference Research Papers
- Arash Mozhdehi
, Mahdi Mohammadizadeh, Yunli Wang, Sun Sun, Xin Wang:
EFECTIW-ROTER: Deep Reinforcement Learning Approach for Solving Heterogeneous Fleet and Demand Vehicle Routing Problem With Time-Window Constraints. 17-28 - Sourabh Yadav, Chenyang Yu, Xinpeng Xie, Yan Huang, Chenxi Qiu:
Protecting Vehicle Location Privacy with Contextually-Driven Synthetic Location Generation. 29-41 - Du Yin, Jinliang Deng, Shuang Ao, Zechen Li, Hao Xue, Arian Prabowo, Renhe Jiang, Xuan Song, Flora D. Salim:
Enhancing Spatio-temporal Quantile Forecasting with Curriculum Learning: Lessons Learned. 42-53 - Haoan Feng, Yunting Song, Leila De Floriani:
Critical Features Tracking on Triangulated Irregular Networks by a Scale-Space Method. 54-66 - Prabin Bhandari, Antonios Anastasopoulos, Dieter Pfoser:
Urban Mobility Assessment Using LLMs. 67-79 - Claudius Proissl, Daniel Koch:
Revisiting the Bus Stop Problem in Road Networks. 80-90 - Alberto Belussi, Diego Garofolo, Sara Migliorini:
Augmentation Techniques for Balancing Spatial Datasets in Machine and Deep Learning Applications. 91-101 - Kevin Buchin, Mart Hagedoorn, Alexander Korn:
Discretized Random Walk Models for Efficient Movement Interpolation. 102-112 - Hao Xue, Tianye Tang, Ali Payani, Flora D. Salim:
Prompt Mining for Language Models-based Mobility Flow Forecasting. 113-122 - Ren Ozeki, Haruki Yonekura, Hamada Rizk, Hirozumi Yamaguchi:
Privacy Preserved Taxi Demand Prediction System for Distributed Data. 123-134 - Junfeng Hu, Xu Liu, Zhencheng Fan, Yuxuan Liang, Roger Zimmermann:
Towards Unifying Diffusion Models for Probabilistic Spatio-Temporal Graph Learning. 135-146 - Qiang Gao, Zizheng Wang, Li Huang, Goce Trajcevski, Kunpeng Zhang, Xueqin Chen:
Enhancing Dependency Dynamics in Traffic Flow Forecasting via Graph Risk Bootstrap. 147-159 - Dingyi Zhuang, Yuheng Bu, Guang Wang, Shenhao Wang, Jinhua Zhao:
SAUC: Sparsity-Aware Uncertainty Calibration for Spatiotemporal Prediction with Graph Neural Networks. 160-172 - Changhao Miao, Yuntian Zhang, Tongyu Wu, Fang Deng, Chen Chen:
Deep Reinforcement Learning for Multi-Period Facility Location pk-median Dynamic Location Problem. 173-183 - Sherif Mostafa, Moustafa Youssef, Khaled A. Harras:
ModeSense: Ubiquitous and Accurate Transportation Mode Detection using Serving Cell Tower Information. 184-195 - Xiwen Chen, Sayed Pedram Haeri Boroujeni, Xin Shu, Huayu Li, Abolfazl Razi:
Enhancing Graph Neural Networks in Large-scale Traffic Incident Analysis with Concurrency Hypothesis. 196-207 - Jonathan Kabala Mbuya, Dieter Pfoser, Antonios Anastasopoulos:
Trajectory Anomaly Detection with Language Models. 208-219 - João Daniel Silva, João Magalhães, Devis Tuia, Bruno Martins:
Multilingual Vision-Language Pre-training for the Remote Sensing Domain. 220-232 - Paahuni Khandelwal, Sangmi Lee Pallickara, Shrideep Pallickara:
DeepSoil: A Science-guided Framework for Generating High Precision Soil Moisture Maps by Reconciling Measurement Profiles Across In-situ and Remote Sensing Data. 233-246 - Ali Al-Lawati, Elsayed Eshra, Prasenjit Mitra:
WildGraph: Realistic Long-Horizon Trajectory Generation with Limited Sample Size. 247-258 - Haochen Han, Shuaiyu Yang, Jiaxin Ding, Luoyi Fu, Xinbing Wang, Chenghu Zhou:
Adversarial Reconstruction of Trajectories: Privacy Risks and Attack Models in Trajectory Embedding. 259-269 - Sibo Li, Xin Zhang, Yuming Lin, Yong Li:
M3 LUC: Multi-modal Model for Urban Land-Use Classification. 270-281 - Maloy Kumar Devnath, Sudip Chakraborty, Vandana P. Janeja:
CMAD: Advancing Understanding of Geospatial Clusters of Anomalous Melt Events in Sea Ice Extent. 282-292 - Lapone Techapinyawat, Wenlu Wang, Mehrube Mehrübeoglu, Hua Zhang:
GraphParcelNet: Predicting Parcel-Level Imperviousness from Geospatial Vector Data using Graph Neural Networks. 293-303 - Rodrigo Sasse David, Kristian Torp, Mahmoud Attia Sakr, Esteban Zimányi:
A Framework for Automated Junction Monitoring. 304-313 - Wejdene Mansour, Martin Werner:
Calculating Upstream Relation in Spatial Networks Under Path Constraints. 314-324 - João Paulo Esper, Aline Carneiro Viana, Jussara M. Almeida:
Beauty or Beast: Human Behavioral Insights and Learning Power of Federated Mobility Prediction. 325-337 - Bin Han, Bill Howe:
SARN: Structurally-Aware Recurrent Network for Spatio-Temporal Disaggregation. 338-349 - Zheng Zhang, Hossein Amiri, Dazhou Yu, Yuntong Hu, Liang Zhao, Andreas Züfle:
Transferable Unsupervised Outlier Detection Framework for Human Semantic Trajectories. 350-360 - Shang-Ling Hsu, Emmanuel Tung, John Krumm, Cyrus Shahabi, Khurram Shafique:
TrajGPT: Controlled Synthetic Trajectory Generation Using a Multitask Transformer-Based Spatiotemporal Model. 362-371 - Subhankar Ghosh, Arun Sharma, Jayant Gupta, Aneesh Subramanian, Shashi Shekhar:
Towards Kriging-informed Conditional Diffusion for Regional Sea-Level Data Downscaling: A Summary of Results. 372-383 - Chenyang Yu, Xinpeng Xie, Yan Huang, Chenxi Qiu:
Harnessing LLMs for Cross-City OD Flow Prediction. 384-395 - Xiaoqian Qi, Haoye Chai, Li Yu, Yong Li, Zhaocheng Wang:
Regional Features Conditioned Diffusion Models for 5G Network Traffic Generation. 396-409
Main Conference Systems and Industrial Experience Papers
- Shimon Wonsak, Nils Henke, Mohammad Al-Rifai, Michael Nolting, Wolfgang Nejdl:
Adaptive Dispatching of Mobile Charging Stations using Multi-Agent Graph Convolutional Cooperative-Competitive Reinforcement Learning. 410-420 - Maxime Schoemans, Walid G. Aref, Esteban Zimányi, Mahmoud Attia Sakr:
Multi-Entry Generalized Search Trees for Indexing Trajectories. 421-431 - Jinhui Yi, Huan Yan, Haotian Wang, Jian Yuan, Yong Li:
Learning to Estimate Package Delivery Time in Mixed Imbalanced Delivery and Pickup Logistics Services. 432-443 - Lorenzo Padoan, Francesco Silvestri, Bruno Zamengo:
Mapping Passenger Trajectories to Train Schedules - industrial paper. 444-453 - Arpan Paul, Saket Maheshwary, Saurabh Sohoney:
Accurate Customer Address Matching via Weak Supervision for Geocode Learning. 454-464
Main Conference Vision Papers
- Gengchen Mai, Xiaobai Angela Yao, Yiqun Xie, Jinmeng Rao, Hao Li, Qing Zhu, Ziyuan Li, Ni Lao:
SRL: Towards a General-Purpose Framework for Spatial Representation Learning. 465-468 - Muhammad Aamir Cheema, Hao Wang, Wei Wang, Adel Nadjaran Toosi, Egemen Tanin, Jianzhong Qi, Hanan Samet:
Beyond the Commute: Unlocking the Potential of Electric Vehicles as Future Energy Storage Solutions (Vision Paper). 469-472 - Sherif Mostafa, Mahmoud Elsanhoury, Jaakko Yliaho, Janne Koljonen, Heidi Kuusniemi, Mohammed Elmusrati, Khaled A. Harras, Moustafa Youssef:
Vision: Leveraging Low Earth Orbit Satellites for Future Ubiquitous Positioning. 473-476 - Yaron Kanza, Balachander Krishnamurthy, Divesh Srivastava:
A Geospatial Perspective on Data Ownership, the Right to be Forgotten, Copyrights, and Plagiarism in Generative AI. 477-480
Main Conference Poster Papers
- Ioannis Kontopoulos, Iraklis Varlamis, Antonios Makris, Konstantinos Tserpes:
A spatio-temporal matrix representation for trajectory classification. 481-484 - Chiqun Zhang, Anirudh Sriram, Kuo-Han Hung, Renzhong Wang, Dragomir Yankov:
Context-aware Conversational Map Search with LLM. 485-488 - Kuo-Han Hung, Chiqun Zhang, Dragomir Yankov:
Customizable Routing with Learnings from Past Recommendations. 489-492 - Fandel Lin, Han Zhang, T. K. Satish Kumar, Craig A. Knoblock:
An Integrated Approach to Multi-Agent Scheduling with Bounded Objectives. 493-496 - Avik Das, Nicole R. Schneider, Hanan Samet:
Safety-Aware Route Navigation: Driving with Less Sun Glare. 497-500 - Kent O'Sullivan, Nicole R. Schneider, Hanan Samet:
Metric Reasoning in Large Language Models. 501-504 - Nicole R. Schneider, Kent O'Sullivan, Hanan Samet:
Graph-based Spatial Pattern Matching: A Theoretical Comparison. 505-508 - Zhixiang He, Mengzan Gong, Jia-Dong Zhang, Xiliang Liu, Chi-Yin Chow, Ning Li, Xiaoli Sun:
MiST: Enhancing Traffic Predictions with a Mixing Spatio-temporal Neural Network. 509-512 - Shang Liu, Gao Cong, Kaiqi Zhao:
Exploring User Preferences on Geographical Factors for Personalized POI Search. 513-516 - Saeed Nasehi, Farhana Murtaza Choudhury, Egemen Tanin:
Proactive Route Planning for Electric Vehicles. 517-520 - Kota Tsubouchi, Shuji Yamaguchi, Keijirou Saitou, Akihisa Soemori, Masato Morita, Shigeki Asou:
DisasterNeedFinder: A Framework for Understanding the Information Needs in the Noto Earthquake. 521-524 - Soto Anno, Kota Tsubouchi, Masamichi Shimosaka:
Congestion Forecast for Trains with Railroad-Graph-based Semi-Supervised Learning using Sparse Passenger Reports. 525-528 - Soto Anno, Dario Tenore, Kota Tsubouchi, Masamichi Shimosaka:
Are Crowded Events Forecastable from Promotional Announcements with Large Language Models? 529-532 - Xuezhang Li, Xulin Wang, Pan Wang, Mengxi Liu:
A Multi-modal Geospatial Encoding Network for Chinese Address Matching. 533-536 - Hari Krishna Gadi, Lu Liu, Liqiu Meng:
Road Networks Matching Supercharged With Embeddings. 537-540 - Aske Schytt Meineche, Viktor Due Pedersen, Maria Astefanoaei:
On the use of open source tools for land use and land cover change monitoring. 541-544 - Patrik Thomas Michalski, Niko Preuß, Matthias Renz, Andreas Tritsarolis, Yannis Theodoridis, Nikos Pelekis:
Collision-Risk-Aware Ship Routing. 545-548 - Heather Baier, Daniel M. Runfola:
Spatially Adaptive Convolutional Networks with Coordinate-Conditioned Layers. 549-552 - Hongyuan Su, Yu Zheng, Jingtao Ding, Depeng Jin, Yong Li:
Large-scale Urban Facility Location Selection with Knowledge-informed Reinforcement Learning. 553-556 - Guido Rocchietti, Chiara Pugliese, Gabriel Sartori Rangel, Jônata Tyska Carvalho:
From Geolocated Images to Urban Region Identification and Description: a Large Language Model Approach. 557-560 - Areeg Mostafa, Mohamed F. Mokbel, Ana Elena Uribe:
On Splitting Raw Trajectories. 561-564 - Angel Daruna, Vasily Zadorozhnyy, Georgina Lukoczki, Han-Pang Chiu:
GFM4MPM: Towards Geospatial Foundation Models for Mineral Prospectivity Mapping. 565-568 - Lihuan Li, Hao Xue, Yang Song, Flora D. Salim:
T-JEPA: A Joint-Embedding Predictive Architecture for Trajectory Similarity Computation. 569-572 - Mingfei Cai, Yanbo Pang, Yoshihide Sekimoto:
Explainable Hierarchical Urban Representation Learning for Commuting Flow Prediction. 573-576 - Naoki Tamura, Haru Terashima, Kazuyuki Shoji, Shin Katayama, Kenta Urano, Takuro Yonezawa, Nobuo Kawaguchi:
Additive Compositionality in Urban Area Embeddings Based on Human Mobility Patterns. 577-580 - Martin Böckling, Heiko Paulheim, Sarah Detzler:
Comparing Spatial-Temporal Knowledge Graph on Spatial Downstream Tasks. 581-584 - Ilya Ilyankou, Meihui Wang, Stefano Cavazzi, James Haworth:
Quantifying Geospatial in the Common Crawl Corpus. 585-588 - Rahul Sahni, Xiaozheng Zhang, Sudip Chatterjee, Suprio Ray:
Query Compilation based Distributed Morsel-driven Parallel Spatial Query Processing. 589-592 - Sriganesh Balamurugan, Vaasudev Narayanan, Saurabh Sohoney:
Address De-duplication using Iterative k-Core Graph Decomposition. 593-596 - Philipe A. Dias, Aristeidis Tsaris, Jordan Bowman, Abhishek Potnis, Jacob Arndt, Hsiuhan Lexie Yang, Dalton D. Lunga:
OReole-FM: successes and challenges toward billion-parameter foundation models for high-resolution satellite imagery. 597-600 - Bin Han, Yiwei Yang, Anat Caspi, Bill Howe:
Towards Zero-Shot Annotation of the Built Environment with Vision-Language Models. 601-604 - Abdullah Shamail, Md Hasan Anowar, Goce Trajcevski, Ashfaq Khokhar, Sohail Murad, Cynthia J. Jameson:
Bond-Aware Moving Clusters of Atomic Trajectories with Relaxed Persistency. 605-608 - Jiaman Wu, Shangqing Cao, Giuseppe Perona, Marta C. González:
Imitate the Right Data: City-wide Mobility Generation with Graph Learning. 609-612 - Dragomir Yankov, Antonios Karatzoglou, Chiqun Zhang, Mike Evans, Oussama Dhifallah, Florin Sabau, Maryam Mousaarab Najafabadi, Goran Predovic:
Routing As a Relevance System. 613-616 - Zhihan Fang, Guang Yang, Wenjun Lyu, Zhiqing Hong, Shuxin Zhong, Weijian Zuo, Yu Yang, Guang Wang, Desheng Zhang:
Improving Network Robustness via Cellular Infrastructure Sharing: An Empirical Study of Infrastructure Failure with All Cellular Operators in a City. 617-620 - Kazuyuki Shoji, Haru Terashima, Nobuo Kawaguchi, Shin Katayama, Kenta Urano, Takuro Yonezawa, Naoki Tamura:
Unveiling Human Attributes through Life Pattern Clustering using GPS Data Only. 621-624 - Hanan Samet, Addison Hanrattie:
PILOT: Piloting the last 100 yards. 625-628 - Kunyi Zhang, Yanbo Pang, Yurong Zhang, Yoshihide Sekimoto:
MobGLM: A Large Language Model for Synthetic Human Mobility Generation. 629-632 - Marie-Dominique Van Damme, Yann Méneroux, Ana-Maria Olteanu-Raimond:
A metrological analysis of a modular and iterative aggregation algorithm of GNSS trajectories. 633-636
Main Conference Demonstration Papers
- Nick Murphy, Ziba Khani, Berkay Aydin:
Building an Extensible Data Ecosystem for Solar Magnetic Polarity Inversion Lines. 637-640 - Florian Heinz:
Creating Moving Regions from Satellite Scan Data. 641-644 - Yongyi Liu, Nicolas Lee, Yunfan Kang, Mohammad Reza Shahneh, Ahmed Mahmood, Vishal Rohith Chinnam, Aparna Vivek Sarawadekar, Samet Oymak, Ibrahim Sabek, Amr Magdy:
Pyneapple-L: Scalable Expressive Learning-based Spatial Analysis. 645-648 - Danil Kononykhin, Mikhail Mozikov, Kirill Mishtal, Pavel Kuznetsov, Dmitrii Abramov, Nazar Sotiriadi, Yury Maximov, Andrey V. Savchenko, Ilya Makarov:
From Data to Decisions: Streamlining Geospatial Operations with Multimodal GlobeFlowGPT. 649-652 - Hossein Amiri, Will Kohn, Shiyang Ruan, Joon-Seok Kim, Hamdi Kavak, Andrew T. Crooks, Dieter Pfoser, Carola Wenk, Andreas Züfle:
The Patterns of Life Human Mobility Simulation. 653-656 - Md Hasan Anowar, Abdullah Shamail, Ayden J. Albertsen, Benjamin Hall, Timothy J. Thielen, Benjamin Riemersma, Goce Trajcevski:
Detecting and Visualizing Bond-Forming Convoys in Atomic and Molecular Trajectories. 657-660 - Krystian Czapiga, Serkan Isci, Muhammad Affan Javed, Yaron Kanza, Velin Kounev, Gopal Meempat:
Simulating Diffraction by Ray Tracing for Modeling 5G Networks. 661-664 - Saeid Kalantari, Yunli Wang, Sun Sun, Xin Wang:
FleetWiz: An Intelligent Platform for Spatio-Temporal Multi-Resource Truckload Fleet Dispatching. 665-668 - Teng-Yuan Tsou, Shih-Yu Lai, Hsuan-Ching Chen, Jung-Tsang Yeh, Pei-Xuan Li, Tzu-Chang Lee, Hsun-Ping Hsieh:
ACCEPT: A Context-Sensitive, Configurable, and Extensible Prediction Tool using Grid-based Data Processing and Neural Networks in Geospatial Decision Support. 669-672 - Fatima Hachem, Venkata Sudheer Siddabattula, Davide Vecchia, Gian Pietro Picco, Maria Luisa Damiani:
StopTracker: Real-time Monitoring of Visitor Stops and Preferences Using UWB Trajectory Streams. 673-676 - Yu Feng, Puzhen Zhang, Jiaying Xue, Zhaiyu Chen, Liqiu Meng:
Walking in the Shade: Shadow-oriented Navigation for Pedestrians. 677-680 - Ruochen Kong, Taylor Anderson, David J. Heslop, Andreas Züfle:
An Infectious Disease Spread Simulation to Control Data Bias. 681-684 - Chhaya Kulkarni, Nikki Privé, Vandana P. Janeja:
Interactive Assessment of Variances of High-Resolution Model Features in Digital Twin Simulations. 685-688 - Shih-Yu Lai, Tzu-Hsin Hsieh, Sing-Kai Ling, Pei-Chi Tsai, Chao-Chun Kung, Hsun-Ping Hsieh:
GreenSpot: Improving Public Transport with GIS-Based AR and Cluster-GCN Recommendation. 689-692
Main Conference Data and Resources Papers
- Ilya Ilyankou, Meihui Wang, Stefano Cavazzi, James Haworth:
CC-GPX: Extracting High-Quality Annotated Geospatial Data from Common Crawl. 693-696 - Hassan Ali Khan, Muhammad Shahzad, Guoliang Jin:
Dockless Electric Scooters Worldwide: Methods and Analysis. 697-700 - Zhenyu Han, Xin Zhang, Yanxin Xi, Yan Luo, Tong Xia, Yong Li:
GUI: A Comprehensive Dataset of Global Urban Infrastructure Based on Geospatial Visual Foundation Models. 701-704 - Joseph Zuber, Xu Teng, Andreas Züfle, Goce Trajcevski:
Data and Resources for Combining Point of Interest Semantics, Locations, and Road Networks. 705-708
Student Research Competition Papers
- Yongyi Liu, Amr Magdy:
Towards Scalable and Expressive Spatial Grouping Queries. 709-710 - Shubham Kumar Dwivedi, Deeksha Arya, Yoshihide Sekimoto:
Enhanced Road Damage Detection with Federated Learning Across Diverse and Heterogeneous Global Datasets. 711-712 - Ying Nie, Song Gao:
ChatGPT for Intelligent Spatial Analysis Workflow Construction. 713-714 - Qianheng Zhang, Song Gao:
Automating Geospatial Analysis Workflows Using ChatGPT-4. 715-716 - Qiming Guo, Wenlu Wang:
HydroNet: A Spatio-temporal Graph Neural Network for Modeling Hydraulic Dependencies in Urban Wastewater Systems. 717-718 - Muhammad ElMahdy, Mubarak G. Abdu-Aguye, Hamada Rizk, Moustafa Youssef:
Enhancing Trust in Localization Systems: An XAI Approach. 719-720 - Ahmed Jaheen, Sarah Elsamanody, Hamada Rizk, Moustafa Youssef:
SimDeep: An Efficient Federated Learning Indoor Localization System with Similarity Aggregation Strategy. 721-722 - Ahmed Hesham, Eman Samir, Hamada Rizk, Moustafa Youssef:
LocaLingua: Leveraging Language Models for Cross-Building WiFi Mapping. 723-724
GISCup Papers
- Chuan Li, Shunyu Zhao, Vincent Gauthier, Hassine Moungla:
Large-Scale Optimization of Electric Vehicle Charging Infrastructure. 725-728 - Zhihang Liu, Mei-Po Kwan, Jinlin Wu:
Optimal Location of Electric Vehicle Charging Stations Using Geospatial Big Data. 729-732 - Zixin Feng, Xinyan Xian, Yahya Gamal, Qunshan Zhao, Alison J. Heppenstall:
Optimizing the locations of electric vehicle charging stations in Georgia, USA. 733-736 - Victoria Weijia Zhang:
Optimal Deployment of Electric Vehicles Charging Network Using Point Clustering and Ray Casting. 737-740 - Fandel Lin, Craig A. Knoblock, Binh Vu:
A Hierarchical Voronoi Approach to Deploying New Charging Stations in an Existing Network. 741-744
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