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Atsushi Aoyama

Keio University

Professor

SCHOLARLY PAPERS

1

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84

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Scholarly Papers (1)

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Virtual Source Assistance: Improving Transfer Learning Performance for Biological Signal Classification with Data from Few Source Subjects

Downloads 84 (796,622)

Virtual Source Assistance: Improving Transfer Learning Performance for Biological Signal Classification with Data from Few Source Subjects

Number of pages: 26 Posted: 09 May 2025
Takayuki Hoshino, Suguru Kanoga, Tomoumi Takase and Atsushi Aoyama
National Institute of Advanced Industrial Science and Technology (AIST), National Institute of Advanced Industrial Science and Technology (AIST), National Institute of Advanced Industrial Science and Technology (AIST) and Keio University
Downloads 53 (1,072,374)

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Transfer learning, Data Augmentation, Ensemble strategy, Surface electromyogram, Electroencephalogram

Virtual Source Assistance: Improving Transfer Learning Performance for Biological Signal Classification with Data from Few Source Subjects

Number of pages: 26 Posted: 02 Jun 2025
Takayuki Hoshino, Suguru Kanoga, Tomoumi Takase and Atsushi Aoyama
National Institute of Advanced Industrial Science and Technology (AIST), National Institute of Advanced Industrial Science and Technology (AIST), National Institute of Advanced Industrial Science and Technology (AIST) and Keio University
Downloads 31 (1,356,108)

Abstract:

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Transfer learning, Data Augmentation, Ensemble strategy, Surface electromyogram, Electroencephalogram