Active Projects
Big Data Analytics for Cities
Kharita: Map construction and update using crowd-sourced GPS traces
Kharita is map construction algorithm to build and update road networks using crowd-sourced GPS traces. Kharita is a result of a long-term collaboration between QCRI and QMIC.
People: Sofiane Abbar, Rade Stanojevic, Saravanan Thirumurugunathan, Sanjay Chawla (QCRI), Fethi Filali, and Ahid Aleimat (QMIC)
Publications
- Road Network Fusion for Incremental Map Updates. LBS 2018
- Robust Road Map Inference through Network Alignment of Trajectories. SIAM SDM 2018
Softwares on Github
- Kharita and Kharita* for map construction
- MapFuse for map update (Private for now)
Input Data: Set of trajectories
Step 2: Inferring edges to connect clusters
Step 1: Clustering of GPS points
Step 3: Graph spanner to remove unnecessary edges
Unthule & RoadRunner: Map construction from aerial images and large scale GPS traces
Unthule (un-thule) is a system designed to build road networks from aerial images using deep-learning techniques. RoadRunner is another system for map inference that relies solely on GPS traces. These systems are the results of a collaboration between QCRI and CSAIL MIT.
People: Sofiane Abbar, Sanjay Chawla (QCRI), Hari Balakrishnan*, Favyen Bastani*, Songtao He*, Sam Madden*, Mohamed Alizahed*, David Dewit* (MIT CSAIL)
Publications
- Unthule: Automatic Map Inference from Aerial Images, CVPR'18
- RoadRunner: Improving the Precision of Road Network Inference from GPS Trajectories. Submitted to KDD'18
Software on Github
- Coming soon
Road Tracer: Maps from Aerial Images
Road Runner (Doha)
RoadRunner + RoadTracer
Urban Mobility & City Resilience
This project aims at understanding mobility and resilience in cities around the world.
People: Sofiane Abbar, Abdelkader Baggag, Noora Al Emadi, Tahar Zanouda (QCRI), Javier Borge (CoSN3), Yanyan Xu, Marta Gonzalez (MIT)
Relevant stakeholders: QMIC, SCDL, Qatar Rail
Publications
- Reachability Index for Facility Spatial Distribution. Xu et al. [In preparation]
- Structural Robustness and Service Reachability in Urban Settings. Abbar et al. In (Springer) Data Mining and Knowledge Discovery Journal . 2018
- On the Role of Political Affiliation in Human Perception: The Case of Delhi OddEven Experiment. Zanouda et al. SocInfo 2017.
- QT2S: Real-Time Road Traffic Monitoring Via Tweet Grounding. Al Emadi et al. ICWSM 2017.
- Resilience and Robustness of Cities Around the World. Abbar et al. UrbComp'16. [presentation | video]
- A Multiplex Approach to Urban Mobility. Baggag et al. Complex Networks 2016.
- Using Twitter to Understand Public Interest in Climate Change: The Case of Qatar. Abbar et. SWEEM'16.
- Temporal Regularized Tensor Factorization for Monitoring and Forecasting of Traffic Congestion. Baggag et al. [Under review @IEEE TKDE]
- Coverage and Robustness in Multi-Modal Transportation Networks. Baggag et al. [Under review @EPJ Data Science]
Softwares on Github
- Coming soon