47 citations · 76 across the 11 of their papers we have counts for
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cs.LG2020
Label-Based Diversity Measure Among Hidden Units of Deep Neural Networks: A Regularization Method
Chenguang Zhang, Yuexian Hou, Dawei Song +2
Although the deep structure guarantees the powerful expressivity of deep networks (DNNs), it also triggers serious overfitting problem. To improve the generalization capacity of DN…
cs.LG2020★ 1 cited
Assessing the Memory Ability of Recurrent Neural Networks
Cheng Zhang, Qiuchi Li, Lingyu Hua +1
It is known that Recurrent Neural Networks (RNNs) can remember, in their hidden layers, part of the semantic information expressed by a sequence (e.g., a sentence) that is being pr…
cs.LG2015★ 1 cited
A Confident Information First Principle for Parametric Reduction and Model Selection of Boltzmann Machines
Xiaozhao Zhao, Yuexian Hou, Dawei Song +1
Typical dimensionality reduction (DR) methods are often data-oriented, focusing on directly reducing the number of random variables (features) while retaining the maximal variation…