Supervised Transfer Sparse Coding

@inproceedings{AlShedivat2014SupervisedTS,
  title={Supervised Transfer Sparse Coding},
  author={Maruan Al-Shedivat and Jim Jing-Yan Wang and Majed Alzahrani and Jianhua Z. Huang and Xin Gao},
  booktitle={AAAI},
  year={2014}
}
This work relaxes the transfer learning problem introducing a supervised approach. We demosntrate that • A small number of labeled data in the target domain can leverage the classification accuracy of the transfer sparse coding methods [1, 2]. • We propose a unified framework named supervised transfer sparse coding (STSC) which employs a supervised model to guide the way the transfer sparse coding is performed. 

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Supervised transfer sparse coding

  • M. Al-Shedivat, Wang, J.J.-Y, M. Alzahrani, J. Z. Huang, X. Gao
  • Proceedings of the 28th AAAI Conference on…
  • 2014
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