عنوان

Concepts of soft computing :

9789811374302

9789811374319

9789811374326

9811374309

9811374317

9811374325

9789811374296

9811374295

Concepts of soft computing :

[Book]

fuzzy and ANN with programming /

Snehashish Chakraverty, Deepti Moyi Sahoo, Nisha Rani Mahato.

Singapore :

Springer,

2019.

1 online resource

Includes bibliographical references.

Fuzzy set theory: Soft computing -- Intervals -- Fuzzy sets -- Fuzzy numbers -- Fuzzy relations -- Fuzzy functions -- Fuzzy differentiation and integration -- Defuzzification -- Interval system of linear equations -- Interval eigenvalue problems. -- Artificial neural network: Artificial neural network terminologies -- McCulloch-Pitts neural network model -- Hebbian learning rule -- Perceptron learning rule -- Delta learning rule and backpropagation rule for multilayer perceptron.

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This book discusses soft computing, which provides an efficient platform to deal with imprecision, uncertainty, vagueness and approximation in order to attain robustness and reliable computing. It explores two major concepts of soft computing: fuzzy set theory and neural networks, which relate to uncertainty handling and machine learning techniques respectively. Generally, fuzzy sets are considered as vague or uncertain sets having membership function lying between 0 and 1, and ANN is a type of artificial intelligence that attempts to imitate the way a human brain works by configuring specific applications, for instance pattern recognition or data classification, through learning processes. The book also presents C/MATLAB programming codes related to the basics of fuzzy set, interval arithmetic and ANN in a concise, practical and adaptable manner along, with simple examples and self-validation unsolved practice questions in few cases. --

Springer Nature

com.springer.onix.9789811374302

Concepts of soft computing.

9789811374296

Neural networks (Computer science)

Soft computing.

Neural networks (Computer science)

Soft computing.

COM067000

UT

UT

Chakraverty, Snehashish.

Mahato, Nisha Rani

Sahoo, Deepti Moyi

20200823230654.0

pn

[Book]

Y