Elastic Bulk Synchronous Parallel Model for Distributed Deep Learning

no code implementations • 6 Jan 2020 • Xing Zhao, Manos Papagelis, Aijun An, Bao Xin Chen, Junfeng Liu, Yonggang Hu

To ameliorate this shortcoming of classic BSP, we propose ELASTICBSP a model that aims to relax its strict synchronization requirement.

Dynamic Graph Embedding via LSTM History Tracking

no code implementations • 5 Nov 2019 • Shima Khoshraftar, Sedigheh Mahdavi, Aijun An, Yonggang Hu, Junfeng Liu

To handle large dynamic networks in downstream applications such as link prediction and anomaly detection, it is essential for such networks to be transferred into a low dimensional space.

Anomaly Detection Dynamic graph embedding +3