Learning Theory: An Approximation Theory Viewpoint (Hardcover)

Felipe Cucker

ISBN 10: 052186559X / ISBN 13: 9780521865593

Editore: Cambridge University Press, Cambridge, 2007

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Hardcover. The goal of learning theory is to approximate a function from sample values. To attain this goal learning theory draws on a variety of diverse subjects, specifically statistics, approximation theory, and algorithmics. Ideas from all these areas blended to form a subject whose many successful applications have triggered a rapid growth during the last two decades. This is the first book to give a general overview of the theoretical foundations of the subject emphasizing the approximation theory, while still giving a balanced overview. It is based on courses taught by the authors, and is reasonably self-contained so will appeal to a broad spectrum of researchers in learning theory and adjacent fields. It will also serve as an introduction for graduate students and others entering the field, who wish to see how the problems raised in learning theory relate to other disciplines. The goal of learning theory is to approximate a function from sample values. To attain this goal learning theory draws on a variety of diverse subjects, specifically statistics, approximation theory, and algorithmics. Ideas from all these areas blended to form a subject whose many successful applications have triggered a rapid growth during the last two decades. This is the first book to give a general overview of the theoretical foundations of the subject emphasizing the approximation theory, while still giving a balanced overview. It is based on courses taught by the authors, and is reasonably self-contained so will appeal to a broad spectrum of researchers in learning theory and adjacent fields. It will also serve as an introduction for graduate students and others entering the field, who wish to see how the problems raised in learning theory relate to other disciplines. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Codice articolo 9780521865593

Dati bibliografici

Titolo: Learning Theory: An Approximation Theory ...

Casa editrice: Cambridge University Press, Cambridge

Data di pubblicazione: 2007

Legatura: Hardcover

Condizione: new

Edizione: prima edizione

Descrizione articolo

Riassunto:

A general overview of theoretical foundations; the first book to emphasize the approximation theory viewpoint.

Informazioni sugli autori:

Felipe Cucker is a Professor of Mathematics at the City University of Hong Kong.

Ding Xuan Zhou is an Associate Professor in the Department of Mathematics at the City University of Hong Kong.