Leveraging Structure and Knowledge in Clinical and Biomedical Representation Learning

Datasets in the machine learning for health and biomedicine domain are often noisy, irregularly sampled, only sparsely labeled, and small relative to the dimensionality of the both the data and the tasks. These problems motivate the use of representation learning in this domain, which encompasses a...

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Bibliographic Details
Main Author: McDermott, Matthew B. A.
Other Authors: Szolovits, Peter
Format: Thesis
Published: Massachusetts Institute of Technology 2022
Online Access:https://hdl.handle.net/1721.1/144655