Machine Learning | Discriminative and Generative

Tony Jebara

ISBN 10: 1461347564 ISBN 13: 9781461347569
Editore: Springer, 2012
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Descrizione:

Machine Learning | Discriminative and Generative | Tony Jebara | Taschenbuch | The Springer International Series in Engineering and Computer Science | xvii | Englisch | 2012 | Springer | EAN 9781461347569 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu Print on Demand. Codice articolo 105721152

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Riassunto:

Machine Learning is a powerful new field with many important practical applications. Thanks to the information age and flood of data, it has taken many domains by storm including biology, text processing, internet data organization, computer vision, speech recognition, computer-human interfaces, robotics, and artificial intelligence. This easy-access book covers the main contemporary themes and tools in machine learning, ranging from Bayesian probabilistic models to discriminative support-vector machines. Unlike previous books, it bridges these two schools of thought together within a common framework, elegantly connecting their various theories and combining their strengths into one common big-picture.

Recensione:

From the reviews:

"This book aims to unite two powerful approaches in machine learning: generative and discriminative. ... Researchers from the generative or discriminative schools will find this book a nice bridge to the other paradigm." (C. Andy Tsao, Mathematical Reviews, Issue 2005 k)

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Dati bibliografici

Titolo: Machine Learning | Discriminative and ...
Casa editrice: Springer
Data di pubblicazione: 2012
Legatura: Taschenbuch
Condizione: Neu

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