183 citations · 219 across the 12 of their papers we have counts for
4 papers · 1 filter
Can everyday AI be ethical. Fairness of Machine Learning Algorithms
Philippe Besse, Celine Castets-Renard, Aurelien Garivier +1
Combining big data and machine learning algorithms, the power of automatic decision tools induces as much hope as fear. Many recently enacted European legislation (GDPR) and French…
Optimization of a SSP's Header Bidding Strategy using Thompson Sampling
Grégoire Jauvion, Nicolas Grislain, Pascal Sielenou Dkengne +2
Over the last decade, digital media (web or app publishers) generalized the use of real time ad auctions to sell their ad spaces. Multiple auction platforms, also called Supply-Sid…
Sequential Test for the Lowest Mean: From Thompson to Murphy Sampling
Emilie Kaufmann, Wouter Koolen, Aurelien Garivier
Learning the minimum/maximum mean among a finite set of distributions is a fundamental sub-task in planning, game tree search and reinforcement learning. We formalize this learning…
Profitable Bandits
Mastane Achab, Stephan Clémençon, Aurélien Garivier
Originally motivated by default risk management applications, this paper investigates a novel problem, referred to as the profitable bandit problem here. At each step, an agent cho…