Distance Metric Learning Algorithm

A Distance Metric Learning Algorithm is a learning algorithm that learns a distance metric (a learned distance metric).

• See: Heuristic Distance Metric, Distance Metric-based Learning Algorithm.

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References

2015

• (Bellet et al., 2015) ⇒ Aurélien Bellet, Amaury Habrard, and Marc Sebban. (2015). “Metric Learning.” In: Synthesis Lectures on Artificial Intelligence and Machine Learning Journal. doi:10.2200/S00626ED1V01Y201501AIM030

2005

• (Weinberger et al., 2005) ⇒ Kilian Q. Weinberger, John Blitzer, and Lawrence K. Saul. (2005). “Distance Metric Learning for Large Margin Nearest Neighbor Classification.” In: Advances in Neural Information Processing Systems, pp. 1473-1480.

2003

• (Xing et al., 2003) ⇒ Eric P. Xing, Andrew Y. Ng, Michael I. Jordan, and Stuart Russell. (2003). “Distance Metric Learning with Application to Clustering with Side-information." Advances in Neural Information Processing Systems 15

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