Latest research projects, publications, and talks
MC-DGCNN: A Novel DNN Architecture for Multi-Category Point Set Classification [preprint]
Posted
Majid Farhadloo (Ph.D. student), Carl Molnar (M.S. student), Gaoxiang Luo (undergraduate research assistant), Yan Li (Ph.D. student), Shashi Shekhar (professor), Rachel L Maus, Svetomir N Markovic, Raymond Moore, Alexey Leontovich
A Label Correction Algorithm Using Prior Information for Automatic and Accurate Geospatial Object Recognition [conference paper]
Posted
Weiwei Duan, Yao-Yi Chiang (associate professor), Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock
IEEE International Conference on Big Data (IEEE BigData)
Guided Generative Models using Weak Supervision for Detecting Object Spatial Arrangement in Overhead Images [conference paper]
Posted
Weiwei Duan, Yao-Yi Chiang (associate professor), Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock
IEEE International Conference on Big Data (IEEE BigData)
Spatial Variability Aware Deep Neural Networks (SVANN): A General Approach [journal]
Posted
Jayant Gupta (Ph.D. student), Carl Molnar (M.S. student), Yiqun Xie (Ph.D. 2020), Joe Knight, Shashi Shekhar (professor)
ACM Transactions on Intelligent Systems and Technology (TIST)
Significant DBSCAN+: Statistically Robust Density-based Clustering [journal]
Posted
Yiqun Xie (Ph.D. 2020), Xiaowei Jia (Ph.D. 2020), Shashi Shekhar (professor), Han Bao, Xun Zhou (Ph.D. 2014)
ACM Transactions on Intelligent Systems and Technology (TIST)
Strategies for building robust prediction models using data unavailable at prediction time [journal]
Posted
Haoyu Yang (Ph.D. student), Roshan Tourani, Ying Zhu, Vipin Kumar (professor), Genevieve B Melton, Michael Steinbach (researcher), Gyorgy Simon
Journal of the American Medical Informatics Association
A Data-Driven Intervention Framework for Improving Adherence to Growth Hormone Therapy Based on Clustering Analysis and Traffic Light Alerting Systems [journal]
Posted
Matheus Araújo (Ph.D. student), Paula van Dommelen, Jaideep Srivastava (professor), Ekaterina Koledova
Studies in Health Technology and Informatics
Satellite image classification across multiple resolutions and time using ordering constraint among instances [patent]
Posted
Ankush Khandelwal (Ph.D. 2019), Anuj Karpatne (Ph.D. 2017), Vipin Kumar (professor)
Hierarchical clustering by aggregating representatives in sub-minimum-spanning-trees [preprint]
Posted
Wen-Bo Xie, Zhen Liu, Jaideep Srivastava (professor)
SRC: Incorporating Geographic Information for Building a Location-based Recommendation System [conference paper]
Posted
Yuankun Jiao, Yao-Yi Chiang (associate professor)
ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL)