Recent Advances, Applications, and Open Challenges in Machine Learning for Health: Reflections from Research Roundtables at ML4H 2023 Symposium
Machine Learning for Health Workshop(2024)
摘要
The third ML4H symposium was held in person on December 10, 2023, in New
Orleans, Louisiana, USA. The symposium included research roundtable sessions to
foster discussions between participants and senior researchers on timely and
relevant topics for the ML4H community. Encouraged by the successful
virtual roundtables in the previous year, we organized eleven in-person
roundtables and four virtual roundtables at ML4H 2022. The organization of the
research roundtables at the conference involved 17 Senior Chairs and 19 Junior
Chairs across 11 tables. Each roundtable session included invited senior chairs
(with substantial experience in the field), junior chairs (responsible for
facilitating the discussion), and attendees from diverse backgrounds with
interest in the session's topic. Herein we detail the organization process and
compile takeaways from these roundtable discussions, including recent advances,
applications, and open challenges for each topic. We conclude with a summary
and lessons learned across all roundtables. This document serves as a
comprehensive review paper, summarizing the recent advancements in machine
learning for healthcare as contributed by foremost researchers in the field.
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