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Learning the Structure of Generative Models without Labeled Data

Curating labeled training data has become the primary bottleneck in machine learning. Recent frameworks address this bottleneck with generative models to synthesize labels at scale from weak supervision sources. The generative model’s dependency structure directly affects the quality of the estimate...

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Bibliographic Details
Published in:Proc Mach Learn Res
Main Authors: Bach, Stephen H., He, Bryan, Ratner, Alexander, Ré, Christopher
Format: Artigo
Language:Inglês
Published: 2017
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC6417840/
https://ncbi.nlm.nih.gov/pubmed/30882087
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