Riemannian Geometry and Statistical Machine Learning

Lieferzeit: Lieferbar innerhalb 14 Tagen

61,90 

ISBN: 3659682020
ISBN 13: 9783659682025
Autor: Lebanon, Guy
Verlag: LAP LAMBERT Academic Publishing
Umfang: 140 S.
Erscheinungsdatum: 09.03.2015
Auflage: 1/2015
Format: 0.9 x 22 x 15
Gewicht: 227 g
Produktform: Kartoniert
Einband: Kartoniert
Artikelnummer: 7935935 Kategorie:

Beschreibung

The book explores connections between Riemannian geometry and several well known machine learning techniques, including boosting and logistic regression. In addition to providing motivation for these techniques, the book provides a mechanism for designing new statistical procedures that are shown experimentally to outperform the state-of-the-art. This work follows up on traditional information geometry with a more applied machine learning perspective.

Autorenporträt

Guy Lebanon is a senior manager at LinkedIn, where he leads the feed relevance team. Prior to that he was a senior manager at Amazon where he lead the machine learning science team at Amazon's main campus in Seattle WA and before that he was a tenured professor at the Georgia Institute of Technology. His main area of research is machine learning.

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