Transduction with Matrix Completion: Three Birds with One Stone

@inproceedings{Goldberg2010TransductionWM,
  title={Transduction with Matrix Completion: Three Birds with One Stone},
  author={Andrew B. Goldberg and Xiaojin Zhu and Benjamin Recht and Jun-Ming Xu and Robert D. Nowak},
  booktitle={NIPS},
  year={2010}
}
We pose transductive classification as a matrix completion problem. By assuming the underlying matrix has a low rank, our formulation is able to handle three problems simultaneously: i) multi-label learning, where each item has more than one label, ii) transduction, where most of these labels are unspecified, and iii) missing data, where a large number of features are missing. We obtained satisfactory results on several real-world tasks, suggesting that the low rank assumption may not be as… CONTINUE READING
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