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Online, semi-parametric estimation of optimal treatment allocations for the control of emerging epidemics
Published on Jul 28, 20151858 Views
A key component in controlling the spread of an epidemic is deciding where, when, and to whom to apply an intervention. Here, we conceptualize the epidemic as spreading across nodes in an network. A t
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Chapter list
Optimal spatio-temporal treatment allocations00:00
So, what brings you to Edmonton?00:44
Example: white-nose syndrome01:31
Example: white-nose syndrome cont'd02:32
Additional motivating examples03:50
Major challenges05:14
Setup and notation07:05
Stochastic allocation strategy08:17
Class of potential strategies09:14
Optimal strategy via potential outcomes11:47
Optimal startegy via potential outcomes cont'd13:09
Optimal strategy via generative model - 114:05
Optimal strategy via generative model - 215:27
Optimal strategy via generative model cont'd16:22
Parametric estimation17:36
Online parametric estimation19:55
Parametric estimation discussion20:19
One-stop solution improvement21:55
Simulation experiment: overview24:19
Simulation experimens: setup25:33
Simulation: scale-free example27:02
Simulation: random 3-nearest neighbors example27:44
Simulation: white-nose syndrome28:21
Discussion29:09
Discussion cont'd29:58
Acknowledgements30:51
Thank You31:14