Maria Cherifa

Optimizing the coalition gain in Online Auctions with Greedy Structured Bandits

Motivated by online display advertising, this work considers repeated second-price auctions, where agents sample their value from an unknown distribution with cumulative distribution function $F$. In each auction $t$, a decision-maker bound by limited observations selects $n_t$ agents from a coaliti…