Active Metric Learning for Supervised Classification

Preprint English OPEN
Kumaran, Krishnan; Papageorgiou, Dimitri; Chang, Yutong; Li, Minhan; Takáč, Martin;
  • Subject: Statistics - Machine Learning | Computer Science - Learning

Clustering and classification critically rely on distance metrics that provide meaningful comparisons between data points. We present mixed-integer optimization approaches to find optimal distance metrics that generalize the Mahalanobis metric extensively studied in the... View more
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