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The addition of artificial neural network computing to traditional
pattern recognition has given rise to a new, different, and more
powerful methodology that is presented in this interesting book.
This is a practical guide to the application of artificial neural
networks. Geared toward the practitioner, Pattern Recognition with
Neural Networks in C++ covers pattern classification and neural
network approaches within the same framework. Through the book's
presentation of underlying theory and numerous practical examples,
readers gain an understanding that will allow them to make
judicious design choices rendering neural application predictable
and effective. The book provides an intuitive explanation of each
method for each network paradigm. This discussion is supported by a
rigorous mathematical approach where necessary. C++ has emerged as
a rich and descriptive means by which concepts, models, or
algorithms can be precisely described. For many of the neural
network models discussed, C++ programs are presented for the actual
implementation. Pictorial diagrams and in-depth discussions explain
each topic. Necessary derivative steps for the mathematical models
are included so that readers can incorporate new ideas into their
programs as the field advances with new developments. For each
approach, the authors clearly state the known theoretical results,
the known tendencies of the approach, and their recommendations for
getting the best results from the method. The material covered in
the book is accessible to working engineers with little or no
explicit background in neural networks. However, the material is
presented in sufficient depth so that those with prior knowledge
will find this book beneficial. Pattern Recognition with Neural
Networks in C++ is also suitable for courses in neural networks at
an advanced undergraduate or graduate level. This book is valuable
for academic as well as practical research.
The addition of artificial neural network computing to traditional
pattern recognition has given rise to a new, different, and more
powerful methodology that is presented in this interesting book.
This is a practical guide to the application of artificial neural
networks.
Geared toward the practitioner, Pattern Recognition with Neural
Networks in C++ covers pattern classification and neural network
approaches within the same framework. Through the book's
presentation of underlying theory and numerous practical examples,
readers gain an understanding that will allow them to make
judicious design choices rendering neural application predictable
and effective. The book provides an intuitive explanation of each
method for each network paradigm. This discussion is supported by a
rigorous mathematical approach where necessary.
C++ has emerged as a rich and descriptive means by which concepts,
models, or algorithms can be precisely described. For many of the
neural network models discussed, C++ programs are presented for the
actual implementation. Pictorial diagrams and in-depth discussions
explain each topic. Necessary derivative steps for the mathematical
models are included so that readers can incorporate new ideas into
their programs as the field advances with new developments. For
each approach, the authors clearly state the known theoretical
results, the known tendencies of the approach, and their
recommendations for getting the best results from the method.
The material covered in the book is accessible to working engineers
with little or no explicit background in neural networks. However,
the material is presented in sufficient depth so that those with
prior knowledge will find this book beneficial. Pattern Recognition
with Neural Networks in C++ is also suitable for courses in neural
networks at an advanced undergraduate or graduate level. This book
is valuable for academic as well as practical research.
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