1. Lectures on the Nearest Neighbor Method
- Author
-
Gérard Biau, Luc Devroye, Gérard Biau, and Luc Devroye
- Subjects
- Nearest neighbor analysis (Statistics)
- Abstract
This text presents a wide-ranging and rigorous overview of nearest neighbor methods, one of the most important paradigms in machine learning. Now in one self-contained volume, this book systematically covers key statistical, probabilistic, combinatorial and geometric ideas for understanding, analyzing and developing nearest neighbor methods. Gérard Biau is a professor at Université Pierre et Marie Curie (Paris). Luc Devroye is a professor at the School of Computer Science at McGill University (Montreal).
- Published
- 2015