Regularization on Discrete Spaces

@inproceedings{Zhou2005RegularizationOD,
  title={Regularization on Discrete Spaces},
  author={Dengyong Zhou and Bernhard Sch{\"o}lkopf},
  booktitle={DAGM-Symposium},
  year={2005}
}
We consider the classification problem on a finite set of objects. Some of them are labeled, and the task is to predict the labels of the remaining unlabeled ones. Such an estimation problem is generally referred to as transductive inference. It is well-known that many meaningful inductive or supervised methods can be derived from a regularization framework, which minimizes a loss function plus a regularization term. In the same spirit, we propose a general discrete regularization framework… CONTINUE READING
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