Active learning for the optimal design of multinomial classification in physics
Optimal design for model training is a critical topic in machine learning. Active learning aims at obtaining improved models by querying samples with maximum uncertainty according to the estimation model for artificially labeling; this has the additional advantage of achieving successful performance...
Main Authors: | , , , , |
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Format: | Article |
Language: | English |
Published: |
American Physical Society
2022-03-01
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Series: | Physical Review Research |
Online Access: | http://doi.org/10.1103/PhysRevResearch.4.013213 |