Lectures on the Nearest Neighbor Method
| Autor: | Gérard Biau, Luc Devroye |
|---|---|
| EAN: | 9783319253886 |
| eBook Format: | |
| Sprache: | Englisch |
| Produktart: | eBook |
| Veröffentlichungsdatum: | 08.12.2015 |
| Kategorie: | |
| Schlagworte: | Density Estimation Nearest Neighbor Method Order Statistics Regression Estimation Stone's Theorem |
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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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