ENGLISH

Lectures on the Nearest Neighbor Method

By Luc Devroye (auth.) , Gérard Biau

Book information

Publisher
Springer International Publishing
Year
2015
ISBN
978-3-319-25386-2, 978-3-319-25388-6
DOI
10.1007/978-3-319-25388-6
Language
english
Format
PDF
Filesize
3 MB (2854698 bytes)
Series
Springer Series in the Data Sciences
Edition
1
Pages
IX, 290\284
Time added
2016-03-14 21:35:01
Probability Theory and Stochastic Processes; Patte

Description

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).

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