Combining an Autoencoder and a Variational Autoencoder for Explaining the Machine Learning Model Predictions

A method for explaining a deep learning model prediction is proposed. It uses a combination of the standard autoencoder and the variational autoencoder. The standard autoencoder is exploited to reconstruct original images and to produce hidden representation vectors. The variational autoencoder is t...

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Bibliographic Details
Main Authors: Lev Utkin, Pavel Drobintsev, Maxim Kovalev, Andrei Konstantinov
Format: Article
Language:English
Published: FRUCT 2021-01-01
Series:Proceedings of the XXth Conference of Open Innovations Association FRUCT
Subjects:
Online Access:https://www.fruct.org/publications/fruct28/files/Utk.pdf