Transfer Learning Based Diagnosis for Configuration Troubleshooting in Self-Organizing Femtocell Networks

@article{Wang2011TransferLB,
  title={Transfer Learning Based Diagnosis for Configuration Troubleshooting in Self-Organizing Femtocell Networks},
  author={Wei Wang and Jin Zhang and Qian Zhang},
  journal={2011 IEEE Global Telecommunications Conference - GLOBECOM 2011},
  year={2011},
  pages={1-5}
}
Diagnosis for configuration troubleshooting in femtocell networks is extremely important for end users and network operators. However, because the small-size femtocell only serves several users, the historical data are very scarce. The data scarcity makes traditional cellular troubleshooting solutions which require a large amount of historical data not applicable. In this paper, we propose a new framework based on transfer learning technology to address the data scarcity so as to enhance the… CONTINUE READING

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