Results 31 to 40 of about 18,568,643 (214)

Learning the distribution with largest mean: two bandit frameworks*

open access: yesESAIM: Proceedings and Surveys, 2017
Over the past few years, the multi-armed bandit model has become increasingly popular in the machine learning community, partly because of applications including online content optimization. This paper reviews two different sequential learning tasks that
Kaufmann Emilie, Garivier Aurélien
doaj   +1 more source

Performance in Multi-Armed Bandit Tasks in Relation to Ambiguity-Preference Within a Learning Algorithm

open access: yesFrontiers in Applied Mathematics and Statistics, 2018
Ellsberg paradox in decision theory posits that people will inevitably choose a known probability of winning over an unknown probability of winning even if the known probability is low [1].
Song-Ju Kim, Taiki Takahashi
doaj   +1 more source

Fast Two-Stage Computation of an Index Policy for Multi-Armed Bandits with Setup Delays

open access: yesMathematics, 2020
We consider the multi-armed bandit problem with penalties for switching that include setup delays and costs, extending the former results of the author for the special case with no switching delays.
José Niño-Mora
doaj   +1 more source

A Bernoulli Two-armed Bandit

open access: yesThe Annals of Mathematical Statistics, 1972
One of two independent Bernoulli processes (arms) with unknown expectations $\rho$ and $\lambda$ is selected and observed at each of $n$ stages. The selection problem is sequential in that the process which is selected at a particular stage is a function of the results of previous selections as well as of prior information about $\rho$ and $\lambda ...
openaire   +2 more sources

Strategic Experimentation with Private Payoffs [PDF]

open access: yes, 2012
We consider two players facing identical discrete-time bandit problems with a safe and a risky arm. In any period, the risky arm yields either a success or a failure, and the first success reveals the risky arm to dominate the safe one.
Heidhues, Paul   +2 more
core   +1 more source

Multi-armed bandit-based adaptive control of advertising in social networks

open access: yesInnovation and Sustainability
In a rapidly changing marketing environment, to ensure the success of an advertising campaign, it is necessary to minimize the time from the idea of advertising to the implementation of communication.
О. Shtovba
doaj   +1 more source

Randomization in the Two-Armed Bandit Problem

open access: yesThe Annals of Probability, 1990
Keywords: randomization ; existence of optimal solutions ; continuous-time two-armed bandit Reference PROB-ARTICLE-1990-001doi:10.1214/aop/1176990946 Record created on 2008-12-01, modified on 2017-05 ...
openaire   +2 more sources

Highly Configurable Evolutionary Multi‐Objective Optimisation and Application in UAV Path Planning

open access: yesCAAI Transactions on Intelligence Technology, EarlyView.
ABSTRACT Multi‐objective optimisation is crucial in engineering and real‐world decision‐making. Although traditional decomposition‐based approaches such as MOEA/D yield reasonable results, they depend heavily on expert knowledge. Existing MetaBBO approaches partially alleviate this reliance, however, they offer limited configurability and lack real ...
Kaixu Chen   +4 more
wiley   +1 more source

The Two-Armed Bandit with Delayed Responses

open access: yesThe Annals of Statistics, 1988
A general model for a two-armed bandit with delayed responses is introduced and solved with dynamic programming. One arm has geometric lifetime with parameter \(\theta\), which has prior distribution \(\mu\). The other arm has known lifetime with mean \(\kappa\).
openaire   +2 more sources

Syphilis and ‘Sons of Empire’: The ‘Prostitute’ and Britain's Fighting Arm in Nineteenth ̵ Century Colonial Punjab

open access: yesGender &History, EarlyView.
ABSTRACT The British army in India took great care to provide European troops with facilities for sexual relations while anxiously managing venereal disease. Examining archival evidence, political debates and medical discourse from the nineteenth century, this article examines the colonial military enterprise of regulated prostitution in colonial ...
Sameera Chauhan
wiley   +1 more source

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