The proposed algorithm is similar to the genetic algorithm with roulette wheel selection. It generates a few DNNs which prune both large and small weights simultaneously. Small weights have higher chances to be pruned but have chances to be kept; large weights are likely to be kept but have chances to be pruned.
May 2, 2024
May 2, 2024 · DNN accuracy can be degraded significantly after the pruning process. This paper proposes a roulette wheel-like pruning algorithm, in order to ...
Oct 22, 2024 · The proposed algorithm generates a branch of pruned DNNs which are generated by a roulette wheel operator. Similar to the roulette wheel ...
Experimental results show that the proposed pruning algorithm generates simpler DNNs while DNN accuracy can be kept, compared to several existing pruning ...
A roulette wheel-based pruning method to simplify cumbersome deep neural networks. Authors. Chan, Kit Yan; Yiu, Ka Fai Cedric; Guo, Shan; Jiang, Huimin.
This study aims to enhance the intelligence level of educational systems by accurately detecting student behavior in the classroom using deep learning ...
A roulette wheel-based pruning method to simplify cumbersome deep neural networks. Authors (first, second and last of 4). Kit Yan Chan; Ka Fai Cedric Yiu ...
A novel framework to enable deep ensemble learning on edge devices. A multi-phase pruning pipeline to generate light-weight deep learning models.
A roulette wheel-based pruning method to simplify cumbersome deep neural networks. Kit Yan Chan, Ka Fai Cedric Yiu, Shan Guo, Huimin Jiang. https://doi.org ...
A roulette wheel-based pruning method to simplify cumbersome deep neural networks · Kit Yan Chan,; Ka Fai Cedric Yiu,; Shan Guo,; + 1. Pages 13915–13933https ...