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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 ===
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