An Information Theoretic Approach to Reveal the Formation of Shared Representations

Modality-invariant categorical representations, i.e., shared representation, is thought to play a key role in learning to categorize multi-modal information. We have investigated how a bimodal autoencoder can form a shared representation in an unsupervised manner with multi-modal data. We explored w...

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Bibliographic Details
Main Authors: Akihiro Eguchi, Takato Horii, Takayuki Nagai, Ryota Kanai, Masafumi Oizumi
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-01-01
Series:Frontiers in Computational Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fncom.2020.00001/full