599 citations · 1k across the 35 of their papers we have counts for
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A Semi-Markov Switching Linear Gaussian Model for Censored Physiological Data
Ahmed M. Alaa, Jinsung Yoon, Scott Hu +1
Critically ill patients in regular wards are vulnerable to unanticipated clinical dete- rioration which requires timely transfer to the intensive care unit (ICU). To allow for risk…
Personalized Donor-Recipient Matching for Organ Transplantation
Jinsung Yoon, Ahmed M. Alaa, Martin Cadeiras +1
Organ transplants can improve the life expectancy and quality of life for the recipient but carries the risk of serious post-operative complications, such as septic shock and organ…
Personalized Risk Scoring for Critical Care Prognosis using Mixtures of Gaussian Processes
Ahmed M. Alaa, Jinsung Yoon, Scott Hu +1
Objective: In this paper, we develop a personalized real-time risk scoring algorithm that provides timely and granular assessments for the clinical acuity of ward patients based on…
Personalized Risk Scoring for Critical Care Patients using Mixtures of Gaussian Process Experts
Ahmed M. Alaa, Jinsung Yoon, Scott Hu +1
We develop a personalized real time risk scoring algorithm that provides timely and granular assessments for the clinical acuity of ward patients based on their (temporal) lab test…