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... > entity > continuant > generically dependent continuant > information content entity > directive information entity > plan specification > algorithm > Neural networks models > autoencoder > denoising autoencoder

Terme préférentiel

denoising autoencoder  

Définition

  • "Denoising autoencoders can be viewed either as a regularization option, or as robust autoencoders which can be used for error correction. In these architectures, the input is disrupted by some noise (e.g., additive white Gaussian noise or erasures using Dropout) and the autoencoder is expected to reconstruct the clean version of the input" (Bank et al., 2021).

Concept générique

Synonyme(s)

  • DAE

Référence(s) bibliographique(s)

  • • Bank, D., Koenigstein, N., & Giryes, R. (2021). Autoencoders (arXiv:2003.05991). arXiv. doi:10.48550/arXiv.2003.05991
  • • Vincent, P., Larochelle, H., Bengio, Y., & Manzagol, P.-A. (2008). Extracting and composing robust features with denoising autoencoders. Proceedings of the 25th International Conference on Machine Learning - ICML ’08, 1096‑1103. doi:10.1145/1390156.1390294

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Traductions

URI

http://data.loterre.fr/ark:/67375/LTK-N4NJQ7FF-M

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