Lectures on the Nearest Neighbor Method
Gérard Biau, Luc Devroye, "Lectures on the Nearest Neighbor Method"
English | ISBN: 3319253867 | 2016 | 302 pages | PDF | 3 MB
English | ISBN: 3319253867 | 2016 | 302 pages | PDF | 3 MB
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. Gerard Biau is a professor at Universite Pierre et Marie Curie (Paris). Luc Devroye is a professor at the School of Computer Science at McGill University (Montreal).