Constraint-based models for dominating protein interaction networks.
Sign Up to like & getrecommendations! Published in 2021 at "IET systems biology"
DOI: 10.1049/syb2.12021
Abstract: The minimum dominating set (MDSet) comprises the smallest number of graph nodes, where other graph nodes are connected with at least one MDSet node. The MDSet has been successfully applied to extract proteins that control… read more here.
Keywords: protein interaction; network; number; critical set ... See more keywords
Accelerating Deep Learning Systems via Critical Set Identification and Model Compression
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Computers"
DOI: 10.1109/tc.2020.2970917
Abstract: Modern distributed engines are increasingly deployed to accelerate large-scaled deep learning (DL) training jobs. While the parallelism of distributed workers/nodes promises the scalability, the computation and communication overheads of the underlying iterative solving algorithms, e.g.,… read more here.
Keywords: learning systems; critical set; model; model compression ... See more keywords