883 citations · 2.5k across the 18 of their papers we have counts for
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3 papers · 1 filter
cs.NE2017★ 125 cited
Evolving Unsupervised Deep Neural Networks for Learning Meaningful Representations
Yanan Sun, Gary G. Yen, Zhang Yi
Deep Learning (DL) aims at learning the \emph{meaningful representations}. A meaningful representation refers to the one that gives rise to significant performance improvement of a…
cs.NE2017★ 182 cited
A Particle Swarm Optimization-based Flexible Convolutional Auto-Encoder for Image Classification
Yanan Sun, Bing Xue, Mengjie Zhang +1
Convolutional auto-encoders have shown their remarkable performance in stacking to deep convolutional neural networks for classifying image data during past several years. However,…
cs.NE2017★ 82 cited
Evolving Deep Convolutional Neural Networks for Image Classification
Yanan Sun, Bing Xue, Mengjie Zhang +1
Evolutionary computation methods have been successfully applied to neural networks since two decades ago, while those methods cannot scale well to the modern deep neural networks d…