Metric Learning - Brian Kulis - Bog

Presents an overview of existing research in this topic, including recent progress on scaling to high-dimensional feature spaces and to data sets with an extremely large number of data points. The book presents as unified a framework as possible under which existing research on metric learning can be cast.