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Identification, Adaptation, Learning

Name: Identification, Adaptation, Learning
Brand: Springer, Berlin
SKU: 01653280
Price: 206.13 EUR
Availability: InStock
Author: Sergio Bittanti
ISBN: 9783642082481

The Science of Learning Models from Data

Sergio Bittanti

Giorgio Picci

Language

English

Book Paperback

Libristo code: 01653280

Publishers Springer, Berlin, November 2009

This book offers a tutorial view of recent trends in the science of modelling, adaptation, and learn... Full description

Libristo code: 01653280

498 b

206.13 €

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This book offers a tutorial view of recent trends in the science of modelling, adaptation, and learning. The most important modern approaches to identification, namely the stochastic, behavioral, subspace, and frequency domain approaches, are discussed thoroughly. On adaptation, tuning the parameters of a linear model is presented as a cure for uncertainty, and the asymptotics of recursive least squares and self-tuning systems are explained simply after a fully deterministic analysis. For constructing nonlinear models from data, neural networks and wavelets are considered as useful nonlinear tools, and fuzzy logic is presented as a way of coping with qualitative information. A final chapter deals with optimization methods. The book will become an important reference for researchers in the field.