Predicting Ecological Momentary Assessments in an App for Tinnitus by Learning From Each User's Stream With a Contextual Multi-Armed Bandit. [PDF]
Shahania S +7 more
europepmc +1 more source
Humans adaptively resolve the explore-exploit dilemma under cognitive constraints: Evidence from a multi-armed bandit task. [PDF]
Brown VM +3 more
europepmc +1 more source
Arm order recognition in multi-armed bandit problem with laser chaos time series. [PDF]
Narisawa N +3 more
europepmc +1 more source
Batched Multi-armed Bandits Problem
To appear in NeurIPS 2019 as an oral ...
Gao, Zijun +3 more
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Non Stationary Multi-Armed Bandit: Empirical Evaluation of a New Concept Drift-Aware Algorithm. [PDF]
Cavenaghi E +3 more
europepmc +1 more source
We introduce a novel multi-armed bandit framework, where each arm is associated with a fixed unknown credal set over the space of outcomes (which can be richer than just the reward). The arm-to-credal-set correspondence comes from a known class of hypotheses. We then define a notion of regret corresponding to the lower prevision defined by these credal
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Adaptive Sequence-Based Stimulus Selection in an ERP-Based Brain-Computer Interface by Thompson Sampling in a Multi-Armed Bandit Problem. [PDF]
Ma T, Huggins JE, Kang J.
europepmc +1 more source
Enhanced Dynamic Spectrum Access in UAV Wireless Networks for Post-Disaster Area Surveillance System: A Multi-Player Multi-Armed Bandit Approach. [PDF]
Amrallah A +3 more
europepmc +1 more source
AbstractA sequential optimization model, known as the multi-armed bandit problem, is concerned with optimal allocation of resources between competing activities, in order to generate the most likely benefits, for a given period of time. In this work, following the objective of a multi-armed bandit problem, we consider a mean-field game model to ...
openaire +1 more source
Wi-Fi Assisted Contextual Multi-Armed Bandit for Neighbor Discovery and Selection in Millimeter Wave Device to Device Communications. [PDF]
Hashima S +3 more
europepmc +1 more source

