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Concept information

... > NLP methods and tools > artificial intelligence > machine learning > machine learning model > neural networks model > capsule neural network

Preferred term

capsule neural network  

Definition

  • A type of neural network that imitates biological neural organization by using "capsule" which is a group of neurons representing parameters of an object or an object part. (Adapted from Khikmatullaev et al., Capsule Neural Networks for Text Classification (thesis), 2019)

Broader concept

Synonym(s)

  • CapsNet

Example

  • Our analysis shows that our CapsNet performs nearly as well as a more complex LSTM under certain training conditions but not others and that our CapsNet almost always outperforms our CNN. (Zupon, Rafique & Surdeanu, 2020)
  • Overall the LSTM performs best in most conditions but the CapsNet often comes close. (Zupon, Rafique & Surdeanu, 2020)
  • This paper investigates the CapsNet architecture in comparison with LSTMs and CNNs. (Zupon, Rafique & Surdeanu, 2020)

In other languages

URI

http://data.loterre.fr/ark:/67375/8LP-XFS4266S-2

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