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Guide to Neural Computing Applications Lionel Tarassenko (Professor of Electrical and Electronic Engineering, Oxford University, UK)

Guide to Neural Computing Applications von Lionel Tarassenko (Professor of Electrical and Electronic Engineering, Oxford University, UK)

Guide to Neural Computing Applications Lionel Tarassenko (Professor of Electrical and Electronic Engineering, Oxford University, UK)


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Zusammenfassung

This text outlines how best to make use of neural networks. It enables newcomers to the technology to construct robust and meaningful non-linear models and classifiers, providing advice which will help make use of the growing number of commercial and public domain neural network software products.

Guide to Neural Computing Applications Zusammenfassung

Guide to Neural Computing Applications Lionel Tarassenko (Professor of Electrical and Electronic Engineering, Oxford University, UK)

Neural networks have shown enormous potential for commercial exploitation over the last few years but it is easy to overestimate their capabilities. A few simple algorithms will learn relationships between cause and effect or organise large volumes of data into orderly and informative patterns but they cannot solve every problem and consequently their application must be chosen carefully and appropriately. This book outlines how best to make use of neural networks. It enables newcomers to the technology to construct robust and meaningful non-linear models and classifiers and benefits the more experienced practitioner who, through over familiarity, might otherwise be inclined to jump to unwarranted conclusions. The book is an invaluable resource not only for those in industry who are interested in neural computing solutions, but also for final year undergraduates or graduate students who are working on neural computing projects. It provides advice which will help make the best use of the growing number of commercial and public domain neural network software products, freeing the specialist from dependence upon external consultants.

Guide to Neural Computing Applications Bewertungen

An excellent tutorial and practical users guide - far more accessible than the competition. --Professor Alan F. Murray, University of Edinburgh, UK ... deserves a place on the neural network practitioners bookshelf ... --Proceedings of the Institution of Electrical Engineers

Inhaltsverzeichnis

Mathematical background for neural computingManaging a neural computing project Identifying applications and assessing their feasibilityNeural computing hardware and softwareCollecting and preparing dataDesigning, training and testing of the prototypeCase studiesError propagation algorithm for weight updated in a MLPUse of Bayes theorem to compensate for different prior probabilities

Zusätzliche Informationen

GOR004171196
9780340705896
0340705892
Guide to Neural Computing Applications Lionel Tarassenko (Professor of Electrical and Electronic Engineering, Oxford University, UK)
Gebraucht - Sehr Gut
Gebundene Ausgabe
Elsevier Science & Technology
19980130
160
N/A
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