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On the improvement of reinforcement active learning with the involvement of cross entropy to address one-shot learning problem

As a promising research direction in recent decades, active learning allows an oracle to assign labels to typical examples for performance improvement in learning systems. Existing works mainly focus on designing criteria for screening examples of high value to be labeled in a handcrafted manner. In...

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Detalles Bibliográficos
Autores principales: Huang, Honglan, Huang, Jincai, Feng, Yanghe, Zhang, Jiarui, Liu, Zhong, Wang, Qi, Chen, Li
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6583946/
https://www.ncbi.nlm.nih.gov/pubmed/31216289
http://dx.doi.org/10.1371/journal.pone.0217408