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Introduction to multi-armed bandits
A Slivkins - Foundations and Trends® in Machine Learning, 2019 - nowpublishers.com
Multi-armed bandits a simple but very powerful framework for algorithms that make
decisions over time under uncertainty. An enormous body of work has accumulated over the …
decisions over time under uncertainty. An enormous body of work has accumulated over the …
A perspective on incentive design: Challenges and opportunities
The increasingly tight coupling between humans and system operations in domains ranging
from intelligent infrastructure to e-commerce has led to a challenging new class of problems …
from intelligent infrastructure to e-commerce has led to a challenging new class of problems …
Recommender systems as mechanisms for social learning
YK Che, J Hörner - The Quarterly Journal of Economics, 2018 - academic.oup.com
This article studies how a recommender system may incentivize users to learn about a
product collaboratively. To improve the incentives for early exploration, the optimal design …
product collaboratively. To improve the incentives for early exploration, the optimal design …
Optimal rates and efficient algorithms for online bayesian persuasion
Bayesian persuasion studies how an informed sender should influence beliefs of rational
receivers that take decisions through Bayesian updating of a common prior. We focus on the …
receivers that take decisions through Bayesian updating of a common prior. We focus on the …
Online bayesian persuasion
In Bayesian persuasion, an informed sender has to design a signaling scheme that
discloses the right amount of information so as to influence the behavior of a self-interested …
discloses the right amount of information so as to influence the behavior of a self-interested …
Algorithmic bayesian persuasion
Persuasion, defined as the act of exploiting an informational advantage in order to effect the
decisions of others, is ubiquitous. Indeed, persuasive communication has been estimated to …
decisions of others, is ubiquitous. Indeed, persuasive communication has been estimated to …
Sequential information design: Markov persuasion process and its efficient reinforcement learning
In today's economy, it becomes important for Internet platforms to consider the sequential
information design problem to align its long term interest with incentives of the gig service …
information design problem to align its long term interest with incentives of the gig service …
Multi-receiver online bayesian persuasion
Bayesian persuasion studies how an informed sender should partially disclose information
to influence the behavior of a self-interested receiver. Classical models make the stringent …
to influence the behavior of a self-interested receiver. Classical models make the stringent …
Optimal signaling mechanisms in unobservable queues
D Lingenbrink, K Iyer - Operations research, 2019 - pubsonline.informs.org
We consider the problem of optimal information sharing in an unobservable single-server
queue offering service at a fixed price to a Poisson arrival of delay-sensitive customers. The …
queue offering service at a fixed price to a Poisson arrival of delay-sensitive customers. The …
Bayesian exploration: Incentivizing exploration in Bayesian games
We consider a ubiquitous scenario in the internet economy when individual decision makers
(henceforth, agents) both produce and consume information as they make strategic choices …
(henceforth, agents) both produce and consume information as they make strategic choices …