Semantic and Generalized Entropy Loss Functions for Semi-Supervised Deep Learning

The increasing size of modern datasets combined with the difficulty of obtaining real label information (e.g., class) has made semi-supervised learning a problem of considerable practical importance in modern data analysis. Semi-supervised learning is supervised learning with additional information...

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Bibliographic Details
Main Authors: Krzysztof Gajowniczek, Yitao Liang, Tal Friedman, Tomasz Ząbkowski, Guy Van den Broeck
Format: Article
Language:English
Published: MDPI AG 2020-03-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/22/3/334