Bin Yang 杨彬
Center for Data-Intensive Systems
Department of Computer Science
Selma Lagerlöfs Vej 300
DK-9220, Aalborg Øst, Denmark
Email: byang at cs dot aau dot dk
I am a professor in Department of Computer Science at Aalborg University. I am a Distinguished Scholar at The Technical Faculty of IT and Design, and I am also a faculty member in Center for Data-Intensive Systems. I am an IEEE senior member.
I obtained my Ph.D. degree from Fudan
University in 2010. During August 2010 to August 2011, I was at Max-Planck-Institut für Informatik, working in the Databases and Information Systems department headed by Gerhard Weikum. From September 2011 to July 2014, I was at Aarhus University, working in the Data-Intensive Systems group headed by Christian S. Jensen. I joined Aalborg University in August 2014.
Opening Positions: Postdoc and
positions are available. Please send me your CV if you are interested.
Data management and machine leanring, in particular, on spatio-temporal data, time series, graphs, and uncertain data.
The slides for my MDM 2019 Early Career Distinguished Lecture on Learning to Route are avaiable here.
An overview of my recent research on enabling eco-routing using big transportation data is available here.
A vision on extracting 3T (thorough, timely, and trustworthy) traffic knowledge from big transportation data to achieve total traffic awareness is available here.
Recent and Selected Publications
Chenjuan Guo, Bin Yang, Jilin Hu, Christian S. Jensen, and Lu Chen.
Context-Aware, Preference-Based Vehicle Routing.
The VLDB Journal.
- Jilin Hu, Bin Yang, Chenjuan Guo, Christian S. Jensen, and Hui Xiong.
Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage Graph Convolutional, Recurrent Neural Networks.
Simon Aagaard Pedersen, Bin Yang, and Christian S. Jensen.
Fast Stochastic Routing under Time-Varying Uncertainty.
The VLDB Journal.
Razvan-Gabriel Cirstea, Chenjuan Guo, and Bin Yang.
Graph Attention Recurrent Neural Networks for Correlated Time Series Forecasting.
Tung Kieu, Bin Yang, Chenjuan Guo, and Christian S. Jensen.
Outlier Detection for Time Series with Recurrent Autoencoder Ensembles.
IJCAI 2019, 2725-2732. code
Jilin Hu, Chenjuan Guo, Bin Yang, and Christian S. Jensen.
Stochastic Weight Completion for Road Networks using Graph Convolutional Networks.
ICDE 2019, 1274-1285. code
Fan Xia, Bin Yang, Chengcheng Yu, Weining Qian, and Aoying Zhou.
Towards Longitudinal Analytics on Social Media Data.
ICDE 2019, 350-361.
Chenjuan Guo, Bin Yang, Jilin Hu, and Christian S. Jensen.
Learning to Route with Sparse Trajectory Sets.
ICDE 2018, 1073-1084.
Huiping Liu, Cheqing Jin, Bin Yang, and Aoying Zhou.
Finding Top-k Optimal Sequenced Routes.
ICDE 2018, 569-580.
Jilin Hu, Bin Yang, Chenjuan Guo, and Christian S. Jensen.
Risk-Aware Path Selection with Time-Varying, Uncertain Travel Costs—A Time Series Approach.
The VLDB Journal 27(2): 179-200 (2018).
Bin Yang, Jian Dai, Chenjuan Guo, Christian S. Jensen, and Jilin Hu.
PACE: A PAth-CEntric Paradigm For Stochastic Path Finding.
The VLDB Journal 27(2): 153-178 (2018).
Huiping Liu, Cheqing Jin, Bin Yang, and Aoying Zhou.
Finding Top-k Shortest Paths with Diversity.
TKDE 30(3), 488-502 (2018).
Jian Dai, Bin Yang, Chenjuan Guo, Christian S. Jensen, and Jilin Hu.
Path Cost Distribution Estimation Using Trajectory Data.
PVLDB 10(3): 85-96 (2016).
Bin Yang, Chenjuan Guo, Yu Ma, and Christian S. Jensen.
Toward Personalized, Context-Aware Routing.
The VLDB Journal 24(2):297-318 (2015).
Jian Dai, Bin Yang, Chenjuan Guo, and Zhiming Ding.
Personalized Route Recommendation using Big Trajectory Data.
ICDE 2015, 543-554, Seoul, Korea, April 2015.
Jinling Jiang, Hua Lu, Bin Yang, and Bin Cui.
Finding Top-k Local Users in Geo-Tagged Social Media Data.
ICDE 2015, 267-278, Seoul, Korea, April 2015.
Bin Yang, Chenjuan Guo, Christian S. Jensen, Manohar Kaul, and Shuo Shang.
Stochastic Skyline Route Planning Under Time-Varying Uncertainty.
ICDE 2014, 136-147, Chicago, Illinois, USA, March 2014. (Acceptance Rate: 89/446=20.0%)
Manohar Kaul, Raymond Chi-Wing Wong, Bin Yang, and Christian S. Jensen.
Finding Shortest Paths on Terrains by Killing Two Birds with One Stone.
PVLDB 7(1):73-84. VLDB 2014, Hangzhou, China, Septmber, 2014.
Bin Yang, Manohar Kaul, and Christian S. Jensen.
Using Incomplete Information for Complete Weight Annotation of Road Networks.
Bin Yang, Chenjuan Guo, and Christian S. Jensen.
Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models.
PVLDB 6(9):769-780. VLDB 2013, Riva del Garda, Trento, Italy, August 2013. (Acceptance Rate: 23%, out of 559 submissions)
Light-AI for Cognitive Power Electronics, funded by Villum Synergy Programme, 2020 - 2022.
A Data-Intensive Paradigm for Dynamic, Uncertain Networks, funded by Independent Research Fund Denmark, 2019 - 2023.
Algorithmic Foundations for Data-Intensive Routing, funded by The Danish Agency for Science and Higher Education, 2019 - 2020.
Astra: AnalyticS of Time seRies in spAtial networks, funded by Independent Research Fund Denmark, 2018 - 2021.
Research Collaborations with Industries in North Jutland, funded by Aalborg Kommune, 2018.
aSTEP: aau's Spatio-TEmporal data analytics Platform, funded by Aalborg University, since 2016.
Ye Yuan, 2.2020 to Present, Machine Learning for Vehicle Routing, Co-supervised by Chenjuan Guo.
Sean Bin Yang, 5.2019 to Present, Machine Learning for Spatio-temporal Data.
Razvan-Gabriel Cirstea, 10.2018 to Present, Time Series Analytics, Co-supervised by Chenjuan Guo.
Simon Aagaard Pedersen, 9.2017 to Present, Data-Intensive Routing, Co-supervised by Christian S. Jensen.
Tung Kieu, 2.2017 to Present, Deep Learning for Spatio-temporal Data and Time Series, Co-supervised by Christian S. Jensen.
Jilin Hu, 10.2015 to 12.2018, Managing and Analyzing Big Traffic Data– An Uncertain Time Series Approach, Co-supervised by Christian S. Jensen.
Distinguished Program Committee Member, 28th International Joint Conference on Artificial Intelligence (IJCAI), 2019
Early Career Distinguished Lecturer, 20th IEEE International Conference on Mobile Data Management (MDM), 2019.
Sapere Aude Research Leader, Independent Research Fund Denmark, 2018.
Distinguished Scholar, The Technical Faculty of IT and Design, Aalborg University, 2018.
Best paper award, 2015 best paper in Pervasive and Embedded Computing, Shanghai Computer Academy, together with Aoying Zhou, Cheqing Jin, and Qiang Ma
Location-based Services: Architecture and Progress (基于位置的服务： 架构与进展).
Best paper award at MDM 2013, together with Manohar Kaul and Christain S. Jensen.
Building Accurate 3D Spatial Networks to Enable Next Generation Intelligent Transportation Systems.
Best demo award at MDM 2013, together with Ove Andersen, Christian S. Jensen and Kristian Torp.
EcoTour: Reducing the Environmental Footprint of Vehicles Using Eco-Routes.
- Local Arrangements Co-Chair, 47th International Conference on Very Large Data Bases (VLDB 2021)
- Workshops Co-chair, 28th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGSPATIAL 2020)
- Local Executive Chair, EDBT/ICDT 2020 Joint Conference (EDBT/ICDT 2020)
- Publicity Co-Chair, 36th IEEE International Conference on Data Engineering (ICDE 2020)
- Poster Co-Chair, 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGSPATIAL 2019)
- PC Co-Chair, 19th IEEE International Conference on Mobile Data Management (MDM 2018)
- Publicity Co-Chair, 22nd International Conference on Database Systems for Advanced Applications (DASFAA 2017)
- Publicity Chair, 26th International Conference on Scientific and Statistical Database Management (SSDBM 2014)
Member of Program Committees for Conferences and Workshops
Reviewer for Journals
- The VLDB Journal
- IEEE Transactions on Knowledge and Data Engineering (TKDE)
- ACM Transactions on Database Systems (TODS)
- IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
- ACM Transactions on Spatial Algorithms and Systems (TSAS)
Chenjuan Guo, Bin Yang, and Ping Liang.
A method of adding searchable notes in Web pages using Web browser plug-ins and script languages (网页加入可搜索的深标签及浏览器插件和脚本结合的方法).
Patent NO: ZL 2006 1 0041811.1, Certificate NO: 431831, Approved in October 2008.
Advanced Algorithms (AALG), DAT6/SW6/IT8, lecturer, 2016, 2017, 2018, 2019.
Algorithms and Data Structures (AD1), DAT3/SW3, lecturer, 2017, 2018 (with Chenjuan Guo), 2019 (with Chenjuan Guo).
Algorithms and Data Structures (AD2), INF5/BAIT3/IT7, lecturer, 2014, 2015, 2016.
Specialization course in database technology (spDT), DAT9/SW9/IT9/DE9, Lecturer, 2016, 2017, 2019.
SW6 Semester Coordinator (with Ulrik Nyman), 2016, 2017, 2018, 2019.
BAIT6 Semester Coordinator, 2015, 2016.
Developing Complex Software Systems, SW6, Project Supervisor, 2015, 2016, 2017, 2018, 2019.
Intelligent or Massively Parallel Systems, DAT5, Project Supervisor, 2014, 2015, 2016, 2018.
Programming and Problem-Solving, BAIT6, Project Supervisor, 2015, 2016.
My Erdős number
: Bin Yang → Gerhard Weikum → Patrick Eugene O'Neil → Paul Erdős