Latest research projects, publications, and talks
Big Spatiotemporal Data Analytics: A research and innovation frontier [journal]
Posted
Chaowei Yang, Keith Clarke, Shashi Shekhar (professor), C Vincent Tao
International Journal of Geographical Information Science
A Physics Model-Guided Online Bayesian Framework for Energy Management of Extended Range Electric Delivery Vehicles [preprint]
Posted
Pengyue Wang, Yan Li (Ph.D. student), Shashi Shekhar (professor), William F Northrop
Adversarial Attacks on Reinforcement Learning based Energy Management Systems of Extended Range Electric Delivery Vehicles [preprint]
Posted
Pengyue Wang, Yan Li (Ph.D. student), Shashi Shekhar (professor), William F Northrop
Satellite-based remote sensing data set of global surface water storage change from 1992 to 2018 [journal]
Posted
Riccardo Tortini, Nina Noujdina, Samantha Yeo, Martina Ricko, Charon M Birkett, Ankush Khandelwal (Ph.D. 2019), Vipin Kumar (professor), Miriam E Marlier, Dennis P Lettenmaier
Earth System Science Data
Semi-supervised Classification using Attention-based Regularization on Coarse-resolution Data [conference paper]
Posted
Guruprasad Nayak (Ph.D. 2019), Rahul Ghosh (Ph.D. student), Xiaowei Jia (Ph.D. 2020), Varun Mithafi, Vipin Kumar (professor)
SIAM International Conference on Data Mining
Hessian based analysis of sgd for deep nets: Dynamics and generalization [conference paper]
Posted
Xinyan Li (Ph.D. student), Qilong Gu (Ph.D. student), Yingxue Zhou (Ph.D. student), Tiancong Chen (Ph.D. student), Arindam Banerjee (adjunct professor)
SIAM International Conference on Data Mining
Machine learning meets big spatial data [conference paper]
Posted
Ibrahim Sabek (Ph.D. student), Mohamed F Mokbel (professor)
IEEE 36th International Conference on Data Engineering (ICDE)
Sya: Enabling Spatial Awareness inside Probabilistic Knowledge Base Construction [conference paper]
Posted
Ibrahim Sabek (Ph.D. student), Mohamed F Mokbel (professor)
IEEE 36th International Conference on Data Engineering (ICDE)
Questions and Scales [book chapter]
Posted
Michael Carbajales-Dale, Emre Eftelioglu, Carey W King, Fernando R Miralles-Wilhelm, Benjamin L Ruddell, Peter Saundry, Shashi Shekhar (professor)