Ian T. Nabney
NETLAB
Algorithms for Pattern Recognition
Paperback Engels 2004 1e druk 9781852334406
Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
Getting the most out of neural networks and related data modelling techniques is the purpose of this book. The text, with the accompanying Netlab toolbox, provides all the necessary tools and knowledge. Throughout, the emphasis is on methods that are relevant to the practical application of neural networks to pattern analysis problems. All parts of the toolbox interact in a coherent way, and implementations and descriptions of standard statistical techniques are provided so that they can be used as benchmarks against which more sophisticated algorithms can be evaluated. Plenty of examples and demonstration programs illustrate the theory and help the reader understand the algorithms and how to apply them.
Specificaties
ISBN13:9781852334406
Taal:Engels
Bindwijze:paperback
Aantal pagina's:420
Uitgever:Springer London
Druk:1
Hoofdrubriek:Automatisering algemeen, Computer en informatica
Lezersrecensies
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Inhoudsopgave
Introduction.- Parameter Optimisation Algorithms.- Density Modelling and Clustering.- Single-Layer Networks.- The Multi-Layer Perceptron.- Radial Basis Functions.- Visualisation and Latent Variable Models.- Sampling.- Bayesian Techniques.- Gaussian Processes.- Linear Algebra and Matrices.- Algorithm Error Analysis.- Function Index.- Subject Index.
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