9 citations · 26 across the 21 of their papers we have counts for
5 papers · 1 filter
Online Resource Allocation with Samples
Negin Gorlezaei, Patrick Jaillet, Zijie Zhou
We study an online resource allocation problem under uncertainty about demand and about the reward of each type of demand (agents) for the resource. Even though dealing with demand…
Non-Stationary Bandits with Auto-Regressive Temporal Dependency
Qinyi Chen, Negin Golrezaei, Djallel Bouneffouf
Traditional multi-armed bandit (MAB) frameworks, predominantly examined under stochastic or adversarial settings, often overlook the temporal dynamics inherent in many real-world a…
Individual Welfare Guarantees in the Autobidding World with Machine-learned Advice
Yuan Deng, Negin Golrezaei, Patrick Jaillet +2
Online advertising channels have commonly focused on maximizing total advertiser value (or welfare) to enhance long-run retention and channel healthiness. Previous literature has s…
Fair Assortment Planning
Qinyi Chen, Negin Golrezaei, Fransisca Susan
Many online platforms, ranging from online retail stores to social media platforms, employ algorithms to optimize their offered assortment of items (e.g., products and contents). T…
Active Learning for Non-Parametric Choice Models
Fransisca Susan, Negin Golrezaei, Ehsan Emamjomeh-Zadeh +1
We study the problem of actively learning a non-parametric choice model based on consumers' decisions. We present a negative result showing that such choice models may not be ident…