Classification with partial labels

@inproceedings{Nguyen2008ClassificationWP,
  title={Classification with partial labels},
  author={Nam Nguyen and Rich Caruana},
  booktitle={KDD},
  year={2008}
}
In this paper, we address the problem of learning when some cases are fully labeled while other cases are only partially labeled, in the form of partial labels. Partial labels are represented as a set of possible labels for each training example, one of which is the correct label. We introduce a discriminative learning approach that incorporates partial label information into the conventional margin-based learning framework. The partial label learning problem is formulated as a convex quadratic… CONTINUE READING
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