Parametric Local Metric Learning for Nearest Neighbor Classification

@inproceedings{Wang2012ParametricLM,
  title={Parametric Local Metric Learning for Nearest Neighbor Classification},
  author={Jun Wang and Alexandros Kalousis and Adam Woznica},
  booktitle={NIPS},
  year={2012}
}
We study the problem of learning local metrics for nearest neighbor classification. Most previous works on local metric learning learn a number of local unrelated metrics. While this ”independence” approach delivers an increased flexibility its downside is the considerable risk of overfitting. We present a new parametric local metric learning method in… CONTINUE READING

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