Building Transparent Models

Transparency has become a key desideratum of machine learning. Properties such as interpretability or robustness are indispensable when model predictions are fed into mission critical applications or those dealing with sensitive/controversial topics (e.g., social, legal, financial, medical, or secur...

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Bibliographic Details
Main Author: Lee, Guang-He
Other Authors: Jaakkola, Tommi S.
Format: Thesis
Published: Massachusetts Institute of Technology 2022
Online Access:https://hdl.handle.net/1721.1/139573
https://orcid.org/0000-0001-6561-0692