Neural Data Shaping and Evaluation via Mutual Information Estimation
Machine learning in sensitive domains like healthcare currently faces a major bottleneck due to the scarcity of data that is publicly available. Privacy protection regulations such as HIPAA and GDPR and recent progress in information estimation literature motivate us to investigate the issue from an...
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| Format: | Thesis |
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Massachusetts Institute of Technology
2023
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| Online Access: | https://hdl.handle.net/1721.1/147511 |