Conference Agenda

Overview and details of the sessions of this conference. Please select a date or location to show only sessions at that day or location. Please select a single session for detailed view (with abstracts and downloads if available).

 
 
Session Overview
Session
MB2 - HO7: Data-driven optimization and personalization in healthcare
Time:
Monday, 26/June/2023:
MB 10:00-11:30

Location: International I

3rd floor

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Presentations

Geographic virtual pooling of hospital resources: data-driven tradeoff between waiting and traveling

Yangzi Jiang1, Hossein Abouee Mehrizi2, Jan Van Mieghem3

1CUHK Shenzhen, China; 2University of Waterloo, Canada; 3Northwestern University, United States

Patient-level data from 72 MRI hospitals in Ontario, Canada from 2013 to 2017 shows that over 60% of patients exceeded their wait time targets. We conduct a data-driven analysis to quantify the reduction in the patient Fraction Exceeding Target (FET) for MRI. Our resource pooling model lowers the FET from 66% to 36% while constraining the average incremental travel time below three hours. In addition, our model and method show that only ten additional scanners are needed to achieve 10% FET.



Policy optimization for personalized interventions in behavioral health

Jackie Baek1, Justin Boutilier2, Vivek Farias3, Jonas Oddur Jonasson3

1New York University; 2University of Wisconsin Madison; 3MIT

Problem: We optimize personalized interventions for behavioral health using digital platforms, considering cost and capacity constraints. Existing approaches are data-intensive or overlook long-term dynamics. Our DecompPI algorithm approximates policy iteration, reducing intervention costs while maintaining efficacy. A case study shows potential for 50% cost reduction, enabling scalable implementation.



Operational challenges in emergency service platforms in developing countries

Pieter van der Berg3, Andre Calmon2, Caitlin Dolkart5, Andreas Gernert4, Stef Lemmens3, Maria Rabinovich4, Gonzalo Romero1

1University of Toronto, Canada; 2Georgia Institute of Technology; 3Erasmus University Rotterdam; 4Kühne Logistics University; 5Flare

Many developing countries lack the health-emergency infrastructure of the developed world. In this context, our industry partner Flare (operating in Nairobi, Kenya) coordinates existing ambulance providers by operating a platform. We study the operational challenges for such platforms as they often lack knowledge about all ambulances' future availability and their location at a tactical level and typically do not fully control these ambulances.



 
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