226 citations · 729 across the 62 of their papers we have counts for
3 papers · 2 filters
Root-cause Analysis for Time-series Anomalies via Spatiotemporal Graphical Modeling in Distributed Complex Systems
Chao Liu, Kin Gwn Lore, Zhanhong Jiang +1
Performance monitoring, anomaly detection, and root-cause analysis in complex cyber-physical systems (CPSs) are often highly intractable due to widely diverse operational modes, di…
On Consensus-Optimality Trade-offs in Collaborative Deep Learning
Zhanhong Jiang, Aditya Balu, Chinmay Hegde +1
In distributed machine learning, where agents collaboratively learn from diverse private data sets, there is a fundamental tension between consensus and optimality. In this paper,…
Predicting County Level Corn Yields Using Deep Long Short Term Memory Models
Zehui Jiang, Chao Liu, Nathan P. Hendricks +3
Corn yield prediction is beneficial as it provides valuable information about production and prices prior the harvest. Publicly available high-quality corn yield prediction can hel…