Capsule Networks Showed Excellent Performance in the Classification of hERG Blockers/Nonblockers

Capsule Networks Showed Excellent Performance in the Classification of hERG Blockers/Nonblockers

Capsule networks (CapsNets), a new class of deep neural network architectures proposed recently by Hinton et al., have shown a great performance in many fields, particularly in image recognition and natural language processing. However, CapsNets have not yet been applied to drug discovery-related st...

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Bibliographic Details
Main Authors: Yiwei Wang, Lei Huang, Siwen Jiang, Yifei Wang, Jun Zou, Hongguang Fu, Shengyong Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-01-01
Series:Frontiers in Pharmacology
Subjects:
deep learning
hERG
classification model
Capsule network
convolution-capsule network
restricted Boltzmann machine-capsule networks
Online Access:https://www.frontiersin.org/article/10.3389/fphar.2019.01631/full

Internet

https://www.frontiersin.org/article/10.3389/fphar.2019.01631/full

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