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Learning to Compose Domain-Specific Transformations for Data Augmentation

Data augmentation is a ubiquitous technique for increasing the size of labeled training sets by leveraging task-specific data transformations that preserve class labels. While it is often easy for domain experts to specify individual transformations, constructing and tuning the more sophisticated co...

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Bibliografiske detaljer
Udgivet i:Adv Neural Inf Process Syst
Main Authors: Ratner, Alexander J., Ehrenberg, Henry R., Hussain, Zeshan, Dunnmon, Jared, Ré, Christopher
Format: Artigo
Sprog:Inglês
Udgivet: 2017
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5786274/
https://ncbi.nlm.nih.gov/pubmed/29375240
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