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sdmia_invited_speakers [2015/09/28 15:43] matthijs |
sdmia_invited_speakers [2015/10/18 09:32] matthijs |
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[[http://teamcore.usc.edu/tambe/|USC]] | [[http://teamcore.usc.edu/tambe/|USC]] | ||
- | Title: TBD\\ | + | Joint work with Eric Rice, Amulya Yadav, and Robin Petering. |
+ | |||
+ | Title: **PSINET: Assisting HIV Prevention Amongst Homeless Youth using POMDPs**\\ | ||
Abstract:\\ | Abstract:\\ | ||
- | TBD | + | Homeless youth are prone to Human Immunodeficiency |
+ | Virus (HIV) due to their engagement in high risk behavior | ||
+ | such as unprotected sex, sex under influence of | ||
+ | drugs, etc. Many non-profit agencies conduct interventions | ||
+ | to educate and train a select group of homeless | ||
+ | youth about HIV prevention and treatment practices and | ||
+ | rely on word-of-mouth spread of information through | ||
+ | their social network. Previous work in strategic selection | ||
+ | of intervention participants does not handle uncertainties | ||
+ | in the social network’s structure and evolving | ||
+ | network state, potentially causing significant shortcomings | ||
+ | in spread of information. Thus, we developed | ||
+ | PSINET, a decision support system to aid the agencies | ||
+ | in this task. PSINET includes the following key novelties: | ||
+ | (i) it handles uncertainties in network structure | ||
+ | and evolving network state; (ii) it addresses these uncertainties | ||
+ | by using POMDPs in influence maximization; | ||
+ | and (iii) it provides algorithmic advances to allow high | ||
+ | quality approximate solutions for such POMDPs. We are about | ||
+ | to conduct a pilot test study with homeless youth in Los Angeles; | ||
+ | we will present a progress report. | ||
=== Jason Williams === | === Jason Williams === |