arXiv · 1812.08858
Analyzing Client Behavior in a Syringe Exchange Program
Abstract
Multiple syringe exchange programs serve the Chicago metropolitan area, providing support for drug users to help prevent infectious diseases. Using data from one program over a ten-year period, we study the behavior of its clients, focusing on the temporal process governing their visits to service locations and on their demographics. We construct a phase-type distribution with an affine relationship between model parameters and features of an individual client. The phase-type distribution governs inter-arrival times between reoccurring visits of each client and is informed by characteristics of a client including age, gender, ethnicity, and more. The inter-arrival time model is a sub-model in a simulation that we construct for the larger system, which allows us to provide a personalized prediction regarding the client's time-to-return to a service location so that better intervention decisions can be made with the help of simulation.
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Haoxiang Yang, Yue Hu, David P. Morton. 2018-12-04. Analyzing Client Behavior in a Syringe Exchange Program. https://doi.org/10.1080/24725579.2019.1702125
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