High dimensional neurocomputing [electronic resource] : growth, appraisal and applications / Bipin Kumar Tripathi.

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High dimensional neurocomputing [electronic resource] : growth, appraisal and applications / Bipin Kumar Tripathi.

9788132220749 electronic book
8132220749 electronic book
9788132220732
8132220730

New Delhi : Springer, [2015]

English

1 online resource (xix, 165 pages).

10.1007/978-81-322-2074-9 doi

QA76.87 .T75 2015

006.3/2

The book presents a coherent understanding of computational intelligence from the perspective of what is known as "intelligent computing" with high-dimensional parameters. It critically discusses the central issue of high-dimensional neurocomputing, such as quantitative representation of signals, extending the dimensionality of neuron, supervised and unsupervised learning and design of higher order neurons. The strong point of the book is its clarity and ability of the underlying theory to unify our understanding of high-dimensional computing where conventional methods fail. The plenty of application oriented problems are presented for evaluating, monitoring and maintaining the stability of adaptive learning machine. Author has taken care to cover the breadth and depth of the subject, both in the qualitative as well as quantitative way. The book is intended to enlighten the scientific community, ranging from advanced undergraduates to engineers, scientists and seasoned researchers in computational intelligence.

Includes bibliographical references.

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Description based on print version record.

Studies in computational intelligence ; v. 571.

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