Model-Based Adaptive Modulation and Coding with Latent Thompson Sampling

2021 IEEE 32nd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)(2021)

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摘要
Wireless links use adaptive modulation and coding (AMC) to optimize data transmission over a dynamic channel. Traditional AMC schemes rely on simple heuristics to track the instantaneous channel state. While attractive for their low implementation and operational complexity, these schemes are known to be suboptimal in a large range of operating environments. Further, several such schemes require c...
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关键词
Link Adaptation,Modulation and Coding Scheme,Multi-armed bandits,Reinforcement Learning,Cellular Networks,Rate Sampling
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