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Soft Computing
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(49)
Published:
May 29, 2026
Edition:
1
Type of book:
physical
No. of Pages:
696
Year:
2025
Language:
Publisher:
Khanna Publishing House
Condition Type:
New
Country Origin:
India
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$750.00
In Stock
ISBN 13 : 978-93-80016-97-9
ISBN-10: 9380016972
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This book is meant for a wide range of readers, especially college and university students wishing to learn basic as well as advanced processes and techniques in Soft Computing. It can also meant for Programmers who may be involved in programming based on the soft computing applications. Modern aspects of soft computing have been introduced from the first principles and discussed in an easy manner, So that a beginner can grasp the concept of neural networks fuzzy, genetic algorithm and probabilistic reasoning, each chapter contains solved example problems and exercise problems.

SALIENT FEATURES

  • Detailed explanation of soft computing concepts
  • Extensive coverage of fundamental concepts of Artificial neural network
  • Present architecture and algorithm of every net in enough detail
  • Provides examples of simple applications
  • Gives mathematical development when it provides a guide to proper implementation of net
  • Covers all supervised and unsupervised learning methods
  • Discusses on the introduction to classical sets and fuzzy sets
  • Fundamental idea on classical relations and fuzzy arithmetic explains in a lucid manner
  • Detailed explanation of fuzzy rules is given
  • Gives the architecture, operation and various applications of fuzzy logic systems
  • Concepts of neuro-fuzzy and genetic algorithm are included
  • Detailed analysis of each and every type of probability is explained with the help of examples
  • Demonstrates the concept of fuzzy logic and probability.

This book will be useful for student of BE (Computer/Electronics), B. Tech, ME(Computer/Electronics), M. Tech, MCA, BCA, M.Sc., B.Sc., and also to students pursuing A/B/C-level course of DOEACC.

  1. Fundamentals of Neural Networks
  2. Perceptrons
  3. Backpropagation
  4. Adaline and Madaline
  5. Supervised and Unsupervised Learning
  6. Counter Propagation Network
  7. Adaptive Resonance Theory
  8. Neocognitron
  9. Bidirectional Associative Memory
  10. Case Studies
  11. Introduction to Fuzzy System
  12. Fuzzy Logic
  13. Classical Sets and Fuzzy Sets
  14. Fuzzy Relations, Fuzzy Graphs and Fuzzy Arithmetic
  15. Fuzzy If-then Rules
  16. Applications of Fuzzy Logic
  17. Neuro-fuzzy Systems
  18. Genetic Algorithm
  19. Probability Theory
  20. Random Variable and Mathematical Expectation
  21. Theoretical Distributions
  22. Fuzzy Logic and Probability Theory

Ikvinderpal Singh

Dr. Ikvinderpal Singh is an Assistant Professor at Trai Shatabdi Guru Gobind Singh Khalsa college Amritsar, bringing 17+ years of academic leadership and research experience to the field of computer science. A Gold Medalist in B.Sc. IT, with an MCA (Distinction) and a Ph.D. in Neural Networks and Image Processing, he is known for blending rigorous research with practical innovation. A prolific academic creator, he has authored 37 books, published 82+ research papers, and designed 100+ industry-aligned skill-development courses. His expertise extends to doctoral evaluation, supervision, and active participation on 100+ editorial and review boards worldwide.

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