3 papers
cs.LG2023
Multi-graph Spatio-temporal Graph Convolutional Network for Traffic Flow Prediction
Weilong Ding, Tianpu Zhang, Jianwu Wang +1
Inter-city highway transportation is significant for urban life. As one of the key functions in intelligent transportation system (ITS), traffic evaluation always plays significant…
cs.LG2023
Deep Spatiotemporal Clustering: A Temporal Clustering Approach for Multi-dimensional Climate Data
Omar Faruque, Francis Ndikum Nji, Mostafa Cham +3
Clustering high-dimensional spatiotemporal data using an unsupervised approach is a challenging problem for many data-driven applications. Existing state-of-the-art methods for uns…
cs.SE2023
Towards Fair Machine Learning Software: Understanding and Addressing Model Bias Through Counterfactual Thinking
Zichong Wang, Yang Zhou, David Lo +1
The increasing use of Machine Learning (ML) software can lead to unfair and unethical decisions, thus fairness bugs in software are becoming a growing concern. Addressing these fai…