51 citations · 220 across the 70 of their papers we have counts for
8 papers · 1 filter
Graph Message Passing with Cross-location Attentions for Long-term ILI Prediction
Songgaojun Deng, Shusen Wang, Huzefa Rangwala +2
Forecasting influenza-like illness (ILI) is of prime importance to epidemiologists and health-care providers. Early prediction of epidemic outbreaks plays a pivotal role in disease…
Academic Performance Estimation with Attention-based Graph Convolutional Networks
Qian Hu, Huzefa Rangwala
Student's academic performance prediction empowers educational technologies including academic trajectory and degree planning, course recommender systems, early warning and advisin…
Low Rank Factorization for Compact Multi-Head Self-Attention
Sneha Mehta, Huzefa Rangwala, Naren Ramakrishnan
Effective representation learning from text has been an active area of research in the fields of NLP and text mining. Attention mechanisms have been at the forefront in order to le…
Asynchronous Online Federated Learning for Edge Devices with Non-IID Data
Yujing Chen, Yue Ning, Martin Slawski +1
Federated learning (FL) is a machine learning paradigm where a shared central model is learned across distributed edge devices while the training data remains on these devices. Fed…
Sign Language Recognition Analysis using Multimodal Data
Al Amin Hosain, Panneer Selvam Santhalingam, Parth Pathak +2
Voice-controlled personal and home assistants (such as the Amazon Echo and Apple Siri) are becoming increasingly popular for a variety of applications. However, the benefits of the…
Federated Multi-task Hierarchical Attention Model for Sensor Analytics
Yujing Chen, Yue Ning, Zheng Chai +1
Sensors are an integral part of modern Internet of Things (IoT) applications. There is a critical need for the analysis of heterogeneous multivariate temporal data obtained from th…
Multi-Differential Fairness Auditor for Black Box Classifiers
Xavier Gitiaux, Huzefa Rangwala
Machine learning algorithms are increasingly involved in sensitive decision-making process with adversarial implications on individuals. This paper presents mdfa, an approach that…
Reliable Deep Grade Prediction with Uncertainty Estimation
Qian Hu, Huzefa Rangwala
Currently, college-going students are taking longer to graduate than their parental generations. Further, in the United States, the six-year graduation rate has been 59% for decade…