Before revision: The multi-armed bandit (MAB) model has been widely adopted for studying many practical optimization problems (  resource allocation, ad placement, crowdsourcing, etc.) with unknown parameters.
After revision: The multi-armed bandit (MAB) model has been widely adopted for studying many practical optimization problems ( network resource allocation, ad placement, crowdsourcing, etc.) with unknown parameters.