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Field study in deploying restless multi-armed bandits: Assisting non-profits in improving maternal and child health
The widespread availability of cell phones has enabled non-profits to deliver critical health
information to their beneficiaries in a timely manner. This paper describes our work to assist …
information to their beneficiaries in a timely manner. This paper describes our work to assist …
[PDF][PDF] Restless Multi-Armed Bandits for Maternal and Child Health: Results from Decision-Focused Learning.
ABSTRACT Mobile Health Awareness programs in underserved communities often suffer
from diminishing engagement over time and health workers have to make live service calls …
from diminishing engagement over time and health workers have to make live service calls …
Learning infinite-horizon average-reward restless multi-action bandits via index awareness
We consider the online restless bandits with average-reward and multiple actions, where the
state of each arm evolves according to a Markov decision process (MDP), and the reward of …
state of each arm evolves according to a Markov decision process (MDP), and the reward of …