I am broadly interested in the areas of Cyber-Physical Systems (CPS), Cyber-Human Systems (CHS) and Data Science by a technical integration of data, humans, and systems.
My current work is focsed on two directions: (1) human behavior learning driven by rich data collected from urban physical systems; (2) applications based on human behavior knowledge.
Selected publications. Full list from DBLP. The authors with ____ are the students advised/co-advised by me.
Conference
2022
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[ICDE'22] O2-SiteRec: Store Site Recommendation under the O2O Model via Multi-graph Attention Networks
Hua Yan, Shuai Wang, Yu Yang, Baoshen Guo, Tian He, Desheng Zhang
[PDF] [Video] -
[ICDCS'22] BikeCAP: Deep Spatial-temporal Capsule Network for Multi-step Bike Demand Prediction
Shuxin Zhong, Wenjun Lyu, Desheng Zhang, Yu Yang
(Acceptance rate: 114/573=19%) -
[KDD'22] Para-Pred: Addressing Heterogeneity for City-Wide Indoor Status Estimation in On-Demand Delivery
Wei Liu, Yi Ding, Shuai Wang, Yu Yang, Desheng Zhang
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[IMWUT/UbiComp'22] P2-Loc: A Person-2-Person Indoor Localization System in On-Demand Delivery
Yi Ding, Dongzhe Jiang, Yu Yang, Yunhuai Liu, Tian He, Desheng Zhang
[PDF] -
[IMWUT/UbiComp'22] Mover: Generalizability Verification of Human Mobility Models via Heterogeneous Use Cases
Wenjun Lyu, Guang Wang, Yu Yang, Desheng Zhang
[PDF]
2021 and Before
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[IMWUT/UbiComp'21] ALWAES: Automatic Location-Aware Correction System for Online Delivery Platforms
Dongzhe Jiang, Yi Ding, Hao Zhang, Yunhuai Liu, Tian He, Yu Yang, Desheng Zhang
[PDF] -
[IMWUT/UbiComp'21] CellSense: Human Mobility Recovery via Cellular Network Data Enhancement
Zhihan Fang, Yu Yang, Guang Yang, Yikun Xian, Fan Zhang, Desheng Zhang
[PDF] -
[KDD'21] MoCha: Large-Scale Driving Pattern Characterization for Usage-based Insurance
Zhihan Fang, Guang Yang, Dian Zhang, Xiaoyang Xie, Guang Wang, Yu Yang, Fan Zhang, Desheng Zhang
(Acceptance rate: 138/705=19%) [PDF] -
[SIGCOMM'21] Nationwide Deployment and Operation of a Virtual Arrival Detection System in the Wild
Ding Yi, Yu Yang, Wenchao Jiang, Yunhuai Liu, Tian He, Desheng Zhang
(Acceptance rate: 55/241=22%) [PDF] [Dataset] -
[NSDI'21] From Conception to Retirement: a Lifetime Story of a 3-Year-Old Operational Wireless Beacon System in the Wild
Yi Ding, Ling Liu, Yu Yang, Yunhuai Liu, Desheng Zhang, Tian He
(Acceptance rate: 19/114=17%) [PDF] [Dataset] -
[MobiCom'20] TransLoc: Transparent Indoor Localization with Uncertain Human Participation for Instant Delivery
Yu Yang, Ding Yi, Dengpan Yuan, Guang Wang, Xiaoyang Xie, Yunhuai Liu, Tian He, Desheng Zhang
(Acceptance rate: 62/384=16%) [PDF] [Dataset] [Short video] [Long video] -
[IMWUT/UbiComp'20] Extending Coverage of Stationary Sensing Systems with Mobile Sensing Systems for Human Mobility Modeling
Yu Yang, Zhihan Fang, Xiaoyang Xie, Fan Zhang, Yunhuai Liu, Desheng Zhang
(Acceptance rate: 149/848=17.5%) [PDF] -
[IMWUT/UbiComp'20] CellPred: A Behavior-aided Scheme for Cellular Data Usage Prediction
Zhou Qin, Fang Cao, Yu Yang, Shuai Wang, Yunhuai Liu, Chang Tan, Desheng Zhang
(Acceptance rate: 149/848=17.5%) [PDF] -
[MobiCom'19] VeMo: Enabling Transparent Vehicular Mobility Modeling at Individual Levels with Full Penetration
Yu Yang, Xiaoyang Xie, Zhihan Fang, Fan Zhang, Yang Wang, Desheng Zhang
(Acceptance rate: 55/290=19%) [PDF] -
[IMWUT/UbiComp'19] MAC: Measuring the Impacts of Anomalies on Travel Time of Multiple Transportation Systems
Zhihan Fang, Yu Yang, Shuai Wang, Boyang Fu, Zixing Song, Fan Zhang, Desheng Zhang
(Acceptance rate: 176/750=23%) [PDF] -
[IMWUT/UbiComp'19] coSense: Collaborative Urban-Scale Vehicle Sensing based on Heterogeneous Fleets
Xiaoyang Xie, Yu Yang, Zhihan Fang, Guang Wang, Fan Zhang, Fan Zhang, Yunhuai Liu, Desheng Zhang
(Acceptance rate: 140/501=27%) [PDF] -
[IMWUT/UbiComp'18] SharedEdge: GPS-Free Fine-Grained Travel Time Estimation in State-Level Highway Systems
Yu Yang, Fan Zhang, Desheng Zhang
(Acceptance rate: 140/501=27%) [PDF] -
[IMWUT/UbiComp'17] Your Search Path Tells Others Where to Park: Towards Fine-Grained Parking Availability Crowdsourcing Using Parking Decision Models
Ruilin Liu, Yu Yang, Daehan Kwak, Desheng Zhang, Liviu Iftode, Badri Nath
(Acceptance rate: 9/151=6%) [PDF]
Journal
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[Scientific Reports] A Long-term Travel Delay Measurement Study based on Multi-Modal Human Mobility Data
Zhihan Fang, Guang Wang, Yu Yang, Fan Zhang, Yang Wang, Desheng Zhang
Nature Scientific Reports
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[ToN] Nationwide Deployment and Operation of a Virtual Arrival Detection System in the Wild
Yi Ding, Yu Yang, Wenchao Jiang, Yunhuai Liu, Tian He, Desheng Zhang
IEEE/ACM Transactions on Networking, 2022
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[ToN] From Conception to Retirement: a Lifetime Story of a 3-Year-Old Operational Wireless Beacon System in the Wild
Ding Yi, Ling Liu, Yu Yang, Yunhuai Liu, Desheng Zhang, Tian He
IEEE/ACM Transactions on Networking, 2021
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[TMC] VeMo: Enabling Transparent Vehicular Mobility Modeling at Individual Levels with Full Penetration
Yu Yang, Xiaoyang Xie, Zhihan Fang, Fan Zhang, Yang Wang, Desheng Zhang
IEEE Transactions on Mobile Computing, 2020