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   Articles with "thompson sampling" as a keyword



Collaborative Thompson Sampling

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recommendations! Published in 2020 at "Mobile Networks and Applications"

DOI: 10.1007/s11036-019-01453-x

Abstract: Thompson sampling is one of the most effective strategies to balance exploration-exploitation trade-off. It has been applied in a variety of domains and achieved remarkable success. Thompson sampling makes decisions in a noisy but stationary… read more here.

Keywords: thompson; collaborative thompson; environment; thompson sampling ... See more keywords
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Variable Selection via Thompson Sampling (Revision)

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recommendations! Published in 2021 at "Journal of the American Statistical Association"

DOI: 10.1080/01621459.2021.1928514

Abstract: Thompson sampling is a heuristic algorithm for the multi-armed bandit problem which has a long tradition in machine learning. The algorithm has a Bayesian spirit in the sense that it selects arms b... read more here.

Keywords: via thompson; thompson sampling; sampling revision; selection via ... See more keywords

Spectrum Sensing Across Multiple Service Providers: A Discounted Thompson Sampling Method

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recommendations! Published in 2019 at "IEEE Communications Letters"

DOI: 10.1109/lcomm.2019.2941717

Abstract: Dynamic spectrum access is a potential solution to the long-standing radio spectrum scarcity and usage inefficiency issue, for which spectrum sensing is one of the key challenges. In this letter, we investigate the spectrum sensing… read more here.

Keywords: service providers; discounted thompson; across multiple; spectrum ... See more keywords

An Adaptive Approach to Locating Mobile HIV Testing Services

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recommendations! Published in 2018 at "Medical Decision Making"

DOI: 10.1177/0272989x17716431

Abstract: Background. Public health agencies suggest targeting “hotspots” to identify individuals with undetected HIV infection. However, definitions of hotspots vary. Little is known about how best to target mobile HIV testing resources. Methods. We conducted a… read more here.

Keywords: mobile hiv; hiv; thompson sampling; hiv testing ... See more keywords
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Meta Dynamic Pricing: Transfer Learning Across Experiments

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recommendations! Published in 2021 at "Management Science"

DOI: 10.1287/mnsc.2021.4071

Abstract: We study the problem of learning shared structure across a sequence of dynamic pricing experiments for related products. We consider a practical formulation in which the unknown demand parameters for each product come from an… read more here.

Keywords: thompson sampling; pricing; meta dynamic; dynamic pricing ... See more keywords

Two-Dimensional Thompson Sampling for Joint Beam and Power Control for Uplink Maritime Communications

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recommendations! Published in 2025 at "Journal of Marine Science and Engineering"

DOI: 10.3390/jmse13112034

Abstract: In a cellular maritime communication system, ocean buoys are essential to enable environmental monitoring, offshore platform management, and disaster response. Therefore, energy-efficient transmission from the buoys is a key requirement to prolong their operational time.… read more here.

Keywords: energy; energy efficiency; two dimensional; dimensional thompson ... See more keywords