Boosting Classification Based Similarity Learning by using Standard Distances

@inproceedings{LpezIesta2015BoostingCB,
  title={Boosting Classification Based Similarity Learning by using Standard Distances},
  author={Emilia L{\'o}pez-I{\~n}esta and Miguel Arevalillo-Herr{\'a}ez and Francisco Grimaldo},
  booktitle={CCIA},
  year={2015}
}
Metric learning has been shown to outperform standard classification based similarity learning in a number of different contexts. In this paper, we show that the performance of classification similarity learning strongly depends on the sample format used to learn the model. We also propose an enriched classification based set-up that uses a set of standard… CONTINUE READING