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Imagine an innovative digital advertising agency, AdMasters Inc., that specializes in maximizing click - through rates ( CTR ) for their clients' advertisements. One of

Imagine an innovative digital advertising agency, AdMasters Inc., that specializes in maximizing click-through rates (CTR) for their clients' advertisements. One of their clients has identified four key tunable elements in their ads: Age, City, Gender, and Mobile Operating System (OS). These elements significantly influence user engagement and conversion rates. The client is keen to optimize their CTR while minimizing resource expenditure.(Bandit Problem)

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