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20th MDM 2019: Hong Kong, SAR, China
- 20th IEEE International Conference on Mobile Data Management, MDM 2019, Hong Kong, SAR, China, June 10-13, 2019. IEEE 2019, ISBN 978-1-7281-3363-8
Invited Seminar Talks
- Kyriakos Mouratidis:
Geometric Top-k Processing: Updates Since MDM'16 [Advanced Seminar]. 1-3 - Ninghui Li, Qingqing Ye:
Mobile Data Collection and Analysis with Local Differential Privacy. 4-7
Research Paper Track
Research Session 1: Localization
- Moustafa Youssef, Patrick Robertson, Heba Abdelnasir, Maria Garcia Puyol, Etienne Le Grand, Luigi Bruno:
Lighthouse: Enabling Landmark-Based Accurate and Robust Next Generation Indoor LBSs on a Worldwide Scale. 8-17 - Magnus Karsten Oplenskedal, Amirhosein Taherkordi, Peter Herrmann:
Automated Product Localization Through Mobile Data Analysis. 18-26 - George Constantinou, Chrysovalantis Anastasiou, Dimitris Stripelis, Cyrus Shahabi:
MR-Cubes: On-the-Fly Computation of Location Popularity from Check-in Data Streams. 27-36 - Fisayo Caleb Sangogboye, Mikkel Baun Kjærgaard:
Scalable and Accurate Estimation of Room-Level People Counts from Multi-Modal Fusion of Perimeter Sensors and WiFi Trajectories. 37-42
Research Session 2: Data Mining
- Shen-Shyang Ho, Matthew Schofield, Bo Sun, Jason Snouffer, Jean Kirschner:
A Martingale-Based Approach for Flight Behavior Anomaly Detection. 43-52 - Peizhong Yang, Lizhen Wang, Xiaoxuan Wang, Dianwu Fang:
An Effective Approach on Mining Co-Location Patterns from Spatial Databases with Rare Features. 53-62 - Rui Zhang, Peng Xie, Hongbo Jiang, Zhu Xiao, Chen Wang, Ling Liu:
Clustering Noisy Trajectories via Robust Deep Attention Auto-Encoders. 63-71 - Kei Harada, Yuya Sasaki, Makoto Onizuka:
MISCELA: Discovering Correlated Attribute Patterns in Time Series Sensor Data. 72-80
Research Session 3: Road Networks
- Zitong Chen, Yubao Liu, Ada Wai-Chee Fu, Raymond Chi-Wing Wong, Genan Dai:
KOLQ in a Road Network. 81-90 - Robert J. Fitzgerald, Farnoush Banaei Kashani:
Toward System-Optimal Route Guidance. 91-99 - Mengxuan Zhang, Lei Li, Wen Hua, Xiaofang Zhou:
Efficient Batch Processing of Shortest Path Queries in Road Networks. 100-105 - Sen Zhao, Li Xiong:
Group Nearest Compact POI Set Queries in Road Networks. 106-111 - Cuizhu Bao, Chen Chen, HaiLin Kui, Xiaoyang Wang:
Safe Driving at Traffic Lights: An Image Recognition Based Approach. 112-117
Research Session 4: Queries
- Puya Memarzia, Maria Patrou, Md. Mahbub Alam, Suprio Ray, Virendra C. Bhavsar, Kenneth B. Kent:
Toward Efficient Processing of Spatio-Temporal Workloads in a Distributed In-Memory System. 118-127 - Guanhua Zhan, Jian Xu, Zhifeng Huang, Qiang Zhang, Ming Xu, Ning Zheng:
A Semantic Sequential Correlation Based LSTM Model for Next POI Recommendation. 128-137 - Chrysovalantis Anastasiou, Chao Huang, Seon Ho Kim, Cyrus Shahabi:
Time-Dependent Reachability Analysis: A Data-Driven Approach. 138-143 - Zhifeng Huang, Jian Xu, Guanhua Zhan, Ning Zheng, Ming Xu, Liming Tu:
Passenger Searching from Taxi Traces Using HITS-Based Inference Model. 144-149
Research Session 5: Crowdsourcing & Privacy
- Shudip Datta, Sanjay Madria:
Efficient Photo Crowdsourcing in Delay-Tolerant Networks with Evolving POIs. 150-159 - Lin Yao, Xinyu Wang, Xin Wang, Haibo Hu, Guowei Wu:
Publishing Sensitive Trajectory Data Under Enhanced l-Diversity Model. 160-169 - Rachit Agarwal, Shaan Chopra, Vassilis Christophides, Nikolaos Georgantas, Valérie Issarny:
Detecting Mobile Crowdsensing Context in the Wild. 170-175 - Yubin Duan, Jie Wu:
Optimizing Rebalance Scheme for Dock-Less Bike Sharing Systems with Adaptive User Incentive. 176-181
Research Session 6: Planning & Analysis
- Linlin Ding, Hanlin Zhang, Ze Chen, Baoyan Song:
Utility-Time Social Event Planning on EBSN. 182-190 - Dan Li, Hui Li, Meng Wang, Jiangtao Cui:
k-Collective Influential Facility Placement Over Moving Object. 191-200 - Ji Zhang, Ting Shen, Wenlu Wang, Xunfei Jiang, Wei-Shinn Ku, Min-Te Sun, Yao-Yi Chiang:
A VLOS Compliance Solution to Ground/Aerial Parcel Delivery Problem. 201-209 - Jialong Wang, Lizhen Wang, Xiaoxu Wang:
Mining Prevalent Co-Location Patterns Based on Global Topological Relations. 210-215
Research Session 7: Prediction
- Qingjie Liu, Yixuan Zuo, Xiaohui Yu, Meng Chen:
TTDM: A Travel Time Difference Model for Next Location Prediction. 216-225 - Zhixiang He, Chi-Yin Chow, Jia-Dong Zhang:
STCNN: A Spatio-Temporal Convolutional Neural Network for Long-Term Traffic Prediction. 226-233 - Liang Ge, Hang Li, Junling Liu, Aoli Zhou:
Temporal Graph Convolutional Networks for Traffic Speed Prediction Considering External Factors. 234-242
Industry Session
- Zhiyin Zhang, Xiaocheng Huang, Chaotang Sun, Shaolin Zheng, Bo Hu, Jagannadan Varadarajan, Yifang Yin, Roger Zimmermann, Guanfeng Wang:
Sextant: Grab's Scalable In-Memory Spatial Data Store for Real-Time K-Nearest Neighbour Search. 243-251 - Kasper F. Pedersen, Kristian Torp:
DriveLaB: An Experimental Platform for Telematics. 252-259
Mobile Data and AI Special Track
- Gaoyang Liu, Rui Zhang, Chen Wang, Ling Liu:
Synchronization-Free GPS Spoofing Detection with Crowdsourced Air Traffic Control Data. 260-268 - Anique Tahir, Yuhan Sun, Mohamed Sarwat:
An Automated Framework for Explaining Facts Extracted From Mobility Datasets. 269-278
Transport & Urban Analytics Special Track
Transport and Urban Analytics: Session 1
- Rade Stanojevic, Sofiane Abbar, Mohamed F. Mokbel:
MapReuse: Recycling Routing API Queries. 279-287 - Min Pu, Jiali Mao, Yuntao Du, Yibin Shen, Cheqing Jin:
Road Intersection Detection Based on Direction Ratio Statistics Analysis. 288-297 - Xiaolei Di, Yu Xiao, Chao Zhu, Yang Deng, Qinpei Zhao, Weixiong Rao:
Traffic Congestion Prediction by Spatiotemporal Propagation Patterns. 298-303 - Hongnian Wang, Han Su:
STAR: A Concise Deep Learning Framework for Citywide Human Mobility Prediction. 304-309
Transport and Urban Analytics: Session 2
- Lívia Almada Cruz, Karine Zeitouni, José Antônio Fernandes de Macêdo:
Trajectory Prediction from a Mass of Sparse and Missing External Sensor Data. 310-319 - Zishan Fu, Jia Yu, Mohamed Sarwat:
Building a Large-Scale Microscopic Road Network Traffic Simulator in Apache Spark. 320-328 - Fan Li, Qingquan Li, Zhen Li, Zhao Huang, Xiaomeng Chang, Jizhe Xia:
A Personal Location Prediction Method to Solve the Problem of Sparse Trajectory Data. 329-336 - Shayan Shams, Sayan Goswami, Kisung Lee:
Deep Learning-Based Spatial Analytics for Disaster-Related Tweets: An Experimental Study. 337-342
Poster and Demo Track
Posters
- Chi-Kai Ho, Chung-Ta King, Yung-Ju Chang:
SCQ: Stage-Based, Context-Aware, QoE-Driven Power Optimization for Interactive Applications on Mobile Devices. 343-345 - Jianbin Huang, Xiangyu Wang, Heli Sun:
Central Station Based Demand Prediction in a Bike Sharing System. 346-348
Demos
- Asger Gitz-Johansen, Mikkel Elkjaer Holm, Laurids Vinther Kirkeby, Dan Kristiansen, Alexander Stoica Ostenfeld, Morten Konggaard Schou, Bin Yang:
A Practical Delivery Route Planning System. 349-350 - Nicklas K. Breum, Martin N. Joergensen, Christian A. Knudsen, Laerke B. Kristensen, Bin Yang:
A Charging Scheduling System for Electric Vehicles using Vehicle-to-Grid. 351-352 - Siyu Chen, Jianqiu Xu, Hengcai Zhang:
Computing and Visualizing the Shortest Path between Moving Objects on Road Networks. 353-354 - Meihong Wang, Linling Qiu, Xiaoli Wang:
GDMS: A Geospatial Data Mining System for Abnormal Event Detection and Visualization. 355-356 - Qun Jiang, Wei Teng, Yubao Liu:
ORSUP: Optimal Route Search with Users' Preferences. 357-358 - David Bis, Noah Bix, Benjamin Gruman, Sam Guenette, Adam Hauge, Hannah Moser, Jimmy Paul, Goce Trajcevski:
LaCAVR: Load and Constraints Aware Vehicle Rerouting. 359-360 - Vinicius Monteiro de Lira, Emanuele Carlini, Patrizio Dazzi:
POLAr: Geographic Placement Optimization for Latency Sensitive Applications. 361-362 - Cuizhu Bao, Chen Chen, HaiLin Kui, Xiaoyang Wang:
SSVisual: Intelligent Start-Stop System. 363-364 - Lívia Almada Cruz, Karine Zeitouni, José Antônio Fernandes de Macêdo, Igo Ramalho Brilhante:
TrajSense: Trajectory Prediction from Sparse and Missing External Sensor Data. 365-366
PhD Forum
- Xiaoyi Fu:
Social-Aware Ridesharing. 367-368 - Zhengyang Zhou:
Attention Based Stack ResNet for Citywide Traffic Accident Prediction. 369-370 - Zhe Li, Yu Li, Man Lung Yiu:
A Spatial Insight for UGC Apps: Fast Similarity Search on Keyword-Induced Point Groups. 371-372 - Genan Dai:
Deep Learning Method for Citywide Crowd Flows Prediction. 373-374 - Ting Wang:
TCSC: A New Type Of Spatial Crowdsourcing. 375-376 - Xiaodong Li:
DURS: A Distributed Method for k-Nearest Neighbor Search on Uncertain Graphs. 377-378 - Xiaolin Han:
Traffic Incident Detection: A Deep Learning Framework. 379-380 - Lefteris Ntaflos:
A Framework for Constrained Graph Partitioning. 381-382 - Vinicius Monteiro de Lira:
Mining Human Mobility Data and Social Media for Smart Ride Sharing. 385-386 - Lucille Alonso:
The Use of Citizen Science in the Characterization of the Lyon's Urban Heat and Cool Islands. 387-388 - Gunarto Sindoro Njoo:
Understanding Human Behavior through Sensory Data and Location Based Services. 389-390 - Pengfei Jin:
Towards Usability on Reverse Top-k Geo-Social Keyword Query Results. 391-392 - Chuancai Ge:
A LSTM and Graph CNN Combined Network for Community House Price Forecasting. 393-394 - Yige Zhang:
Outdoor Localization Framework with Telco Data. 395-396
The ALIAS'19 Workshop
- Martin Jürgens, Dennis Meis, Dominik Möllers, Felix Nolte, Etienne Stork, Gottfried Vossen, Christian Werner, Hendrik Winkelmann:
Bluetooth Mesh Networks for Indoor Localization. 397-402 - Nacim Ramdani, Demetrios Zeinalipour-Yazti, Michalis Karamousadakis, Andreas Panayides:
Towards Robust Methods for Indoor Localization using Interval Data. 403-408 - Félix Polla, Hélène Laurent, Bruno Emile:
Action Recognition from Low-Resolution Infrared Sensor for Indoor use: A Comparative Study between Deep Learning and Classical Approaches. 409-414 - Jeonghee Ahn, Dongsoo Han:
Automatic Radio Map Construction Exploiting Mobile Payments. 415-419 - Changmin Sung, Dongsoo Han:
Neural Network for Predicting Error of AP Location Estimation Method Using Crowdsourced Wi-Fi Fingerprints. 420-424 - Nacim Ramdani, Andreas Panayides, Michalis Karamousadakis, Martin Mellado, Rafael Lopez, Christophoros Christophorou, Mohamed Rebiai, Myriam Blouin, Eleftheria Vellidou, Dimitris Koutsouris:
A Safe, Efficient and Integrated Indoor Robotic Fleet for Logistic Applications in Healthcare and Commercial Spaces: The ENDORSE Concept. 425-430 - Constantinos Costa, Xiaoyu Ge, Panos K. Chrysanthis:
CAPRIO: Context-Aware Path Recommendation Exploiting Indoor and Outdoor Information. 431-436 - Daochang Chen, Rui Zhang, Bo Yuan:
Sequence-Aware Recommendation with Long-Term and Short-Term Attention Memory Networks. 437-442 - Athanasios Anastasiou, Stavros Pitoglou, Thelma Androutsou, Evaggelos Kostalas, Georgios K. Matsopoulos, Dimitris Koutsouris:
MODELHealth: An Innovative Software Platform for Machine Learning in Healthcare Leveraging Indoor Localization Services. 443-446
The BlockApp'19 Workshop
- Oi Wa Amy Lam, Zhibin Lei:
Textile and Apparel Supply Chain with Distributed Ledger Technology (DLT). 447-451 - Zhibin Lei, Chao Feng, Yang Liu, Dennis S. F. Lee, Tony Tsang, Jun Liang, Zhijun Xiong, Yuquan Liu, Gang Chen:
Next Generation Blockchain Network (NGBN). 452-456 - Ping Zhong, Qikai Zhong, Haibo Mi, Shigeng Zhang, Yang Xiang:
Privacy-Protected Blockchain System. 457-461 - Lianxiang Cui, Kehong Yuan, Xiaoyu Zhao, Larry Y. D. Mou:
Construction of Elderly Mutual Aid Time Bank Based on Blockchain. 462-466
The MLDQ'19 Workshop
- Vanha Tran, Lizhen Wang, Lihua Zhou:
Mining Spatial Co-Location Patterns Based on Overlap Maximal Clique Partitioning. 467-472 - Mingxiao Li, Hengcai Zhang, Jie Chen:
Fine-Grained Dynamic Population Mapping Method Based on Large-Scale Sparse Mobile Phone Data. 473-478 - yurong Long, Peizhong Yang, Lizhen Wang:
Mining Significant Co-Location Patterns From Spatial Regional Objects. 479-484 - Yurui Li, Hongmei Chen, Lizhen Wang, Qing Xiao:
POI Representation Learning by a Hybrid Model. 485-490
The MobiSocial'19 Workshop
- Te-Min Chang, Fu-Hsiang Chen, Sin-Jin Lin, Ming-Fu Hsu:
Integrated Multiple DEA Specifications and Visualization Technique for Advanced Management Analysis and Decision. 491-496 - Keng-Pei Lin, Yihuang Kang, William S. Chao:
A Structure-Behavior Coalescence Design Method for Mobile Social Network Systems. 497-500 - Chi-Lung Lee, Cheng-En Sung, Hao-Shang Ma, Jen-Wei Huang:
IDR: Positive Influence Maximization and Negative Influence Minimization Under Competitive Linear Threshold Model. 501-506 - Yi-Shang Jan, Hsiao-Ping Tsai:
A Collusion Avoidance Node Selection Scheme for Social Network-Based Distributed Data Storage. 507-512 - Shu-Ti Wang, Yen-Ju Chen, Yi-Di Xu, Te-Tien Ting, Ta-Chien Chan:
Application of Weighted Alternating Least Squares on Constructing the Disease Networks in the Heterogeneous Process of Aging. 513-520
The MUST'19 Workshop
- Yongjian Zhao, Stephen New, Kanchana Thilakarathna, Xiaodong Zhang, Qi Han:
Fine Grained Group Gesture Detection Using Smartwatches. 521-526 - Qing Fan, Lang Jiao, Chengcheng Dai, Ziqiang Deng, Rui Zhang:
Golang-Based POI Discovery and Recommendation in Real Time. 527-532 - Lin Yao, Yuqi Wang, Qiufen Xia, Rui Xu:
Popularity Prediction Caching Using Hidden Markov Model for Vehicular Content Centric Networks. 533-538 - Sheng Zhang, Feng Chen, Wen-Kang Jia, Huangneng Jiang:
Mobile Video Multipath Concurrent Transmission Over Heterogeneous Wireless Networks Based on ACO. 539-544 - Yongjian Zhao, Qi Han:
Offline Worker Selection for Real-Time Spatial Crowdsourcing Multi-Worker Tasks. 545-550 - Ed Novak, Chris Marchini:
Android App Update Timing: A Measurement Study. 551-556 - Yudi Yang, Lihua Zhou, Zhao Jin, Jinhua Yang:
Meta Path-Based Information Entropy for Modeling Social Influence in Heterogeneous Information Networks. 557-562 - Xiaochuan Gou, Chih-Chieh Hung, Guanyao Li, Wen-Chih Peng:
PTGF: Public Transport General Framework for Identifying Transport Modes Based on Cellular Data. 563-568 - Haixin Wang, Xiaoyi Fu, Jianliang Xu, Hua Lu:
Learned Index for Spatial Queries. 569-574
The MDASC'19 Workshop
- Shan-Yun Teng, Szu-Chan Wu, Kun-Ta Chuang:
Optimal Delivery Routing in Road Network With Occupancy Detection. 575-580 - Xiaoxuan Wang, Lizhen Wang, Peizhong Yang:
Prevalent Co-Visiting Patterns Mining from Location-Based Social Networks. 581-586 - Jinyao Hao, Baoning Niu, Xiao Qin:
A Keyword-Aware Optimal Route Query Algorithm on Large-Scale Road Networks. 587-592 - Daniel Petrov, Rakan Alseghayer, Panos K. Chrysanthis:
Mitigating Congestion Using Environment Protective Dynamic Traffic Orchestration. 593-598 - San Yeung, H. M. Abdul Aziz, Sanjay Madria:
Activity-Based Shared Mobility Model for Smart Transportation. 599-604 - Peng Zhao, Qinpei Zhao, Chenxi Zhang, Gong Su, Qi Zhang, Weixiong Rao:
CLEAN: Frequent Pattern-Based Trajectory Spatial-Temporal Compression on Road Networks. 605-610
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