Search Results for author: Yugang Jia

Found 5 papers, 1 papers with code

Zero Shot Health Trajectory Prediction Using Transformer

no code implementations30 Jul 2024 Pawel Renc, Yugang Jia, Anthony E. Samir, Jaroslaw Was, Quanzheng Li, David W. Bates, Arkadiusz Sitek

Integrating modern machine learning and clinical decision-making has great promise for mitigating healthcare's increasing cost and complexity.

Decision Making Trajectory Prediction +1

The Geometry of Queries: Query-Based Innovations in Retrieval-Augmented Generation

no code implementations25 Jul 2024 Eric Yang, Jonathan Amar, Jong Ha Lee, Bhawesh Kumar, Yugang Jia

In this work, we introduce Query-Based Retrieval Augmented Generation (QB-RAG), a novel approach that pre-computes a database of potential queries from a content base using LLMs.

Question Answering RAG +1

Equitable Restless Multi-Armed Bandits: A General Framework Inspired By Digital Health

1 code implementation17 Aug 2023 Jackson A. Killian, Manish Jain, Yugang Jia, Jonathan Amar, Erich Huang, Milind Tambe

RMABs are increasingly being used for sensitive decisions such as in public health, treatment scheduling, anti-poaching, and -- the motivation for this work -- digital health.

Decision Making Fairness +2

Modeling the Uncertainty in Electronic Health Records: a Bayesian Deep Learning Approach

no code implementations14 Jul 2019 Riyi Qiu, Yugang Jia, Mirsad Hadzikadic, Michael Dulin, Xi Niu, Xin Wang

Deep learning models have exhibited superior performance in predictive tasks with the explosively increasing Electronic Health Records (EHR).

Decision Making

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