Learning Hash Functions Using Column Generation

@inproceedings{Li2013LearningHF,
  title={Learning Hash Functions Using Column Generation},
  author={Xi Li and Guosheng Lin and Chunhua Shen and Anton van den Hengel and Anthony R. Dick},
  booktitle={ICML},
  year={2013}
}
We provide more details in this supplementary document on (1) learning hash functions with the hinge loss; (2) learning hash functions with general convex loss. Those information is omitted in our paper [3] due to space limit. More specifically, the optimization problems in (1) are regularized by two types of norms: l1 norm and l∞ norm. (2) We provide the details of deriving the optimization formulation using squared hinge loss and logistic loss regularized by the l1 and l∞ norms. 
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