Learning to Search for MIMO Detection

@article{Sun2020LearningTS,
  title={Learning to Search for MIMO Detection},
  author={J. Sun and Yiqing Zhang and J. Xue and Zongben Xu},
  journal={IEEE Transactions on Wireless Communications},
  year={2020},
  volume={19},
  pages={7571-7584}
}
  • J. Sun, Yiqing Zhang, +1 author Zongben Xu
  • Published 2020
  • Computer Science, Engineering, Mathematics
  • IEEE Transactions on Wireless Communications
This paper proposes a novel learning to learn method, called learning to learn iterative search algorithm (LISA), for signal detection in a multi-input multi-output (MIMO) system. The idea is to regard the signal detection problem as a decision making problem over tree. The goal is to learn the optimal decision policy. In LISA, deep neural networks are used as parameterized policy function. Through training, optimal parameters of the neural networks are learned and thus optimal policy can be… Expand
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