Cascade watchdog: a multi-tiered adversarial guard for outlier detection

Author:

Amigo Glauco,Bui Justin M.,Baylis Charles,Marks Robert J.

Publisher

Springer Science and Business Media LLC

Subject

Electrical and Electronic Engineering,Signal Processing

Reference18 articles.

1. Atlas, L.E., Cohn, D.A., Ladner, R.E.: Training connectionist networks with queries and selective sampling. In: Advances in neural information processing systems, pp. 566–573 (1990)

2. Bui, J., Marks, R.: Autoencoder watchdog outlier detection for classifiers. In: Proceedings of the 13th International Conference on Agents and Artificial Intelligence (2021) https://doi.org/10.5220/0010300509900996

3. Bui, J., Marks, R.: Symbiotic hybrid neural network watchdog for outlier detection. In: 17th International Conference on Machine Learning and Data Mining, MLDM 20, New York, pp. 171–180 (July 18–22, 2021)

4. Frid-Adar, M., Diamant, I., Klang, E., et al.: Gan-based synthetic medical image augmentation for increased cnn performance in liver lesion classification. Neurocomputing 321, 321–331 (2018). https://doi.org/10.1016/j.neucom.2018.09.013

5. Goodfellow, I.J., Pouget-Abadie, J., Mirza, M., et al.: Generative adversarial nets. In: Proceedings of the 27th International Conference on Neural Information Processing Systems-Volume 2. MIT Press, Cambridge, MA, USA, NIPS’14, pp. 2672–2680 (2014)

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