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Text book of soft computing (CSDT124C)

by Sardesai, A.
[ BOOKS ] Edition statement:1st ed. Published by : Vision publication, (Pune:) Physical details: 358 p. : 21 cm Year: 2019 Item type: BOOKS
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AEF's Arihant college of Arts, Commerce and Science, Camp, Pune-01

Contact:

Ankushe Sheetal Suresh

( BSc Chemistry), MLISc, SET, NET 
Librarian
Arihant College of Arts Commerce And Science,
Pune Camp, Pune-01
Ph. No. 02067270906
 E-mail: ac.library@arihantacs.edu.in
005.15 SAR (Browse shelf) 1 Available 5191
AEF's Arihant college of Arts, Commerce and Science, Camp, Pune-01

Contact:

Ankushe Sheetal Suresh

( BSc Chemistry), MLISc, SET, NET 
Librarian
Arihant College of Arts Commerce And Science,
Pune Camp, Pune-01
Ph. No. 02067270906
 E-mail: ac.library@arihantacs.edu.in
005.15 SAR (Browse shelf) 2 Available 5192
AEF's Arihant college of Arts, Commerce and Science, Camp, Pune-01

Contact:

Ankushe Sheetal Suresh

( BSc Chemistry), MLISc, SET, NET 
Librarian
Arihant College of Arts Commerce And Science,
Pune Camp, Pune-01
Ph. No. 02067270906
 E-mail: ac.library@arihantacs.edu.in
005.15 SAR (Browse shelf) 3 Available 5193
AEF's Arihant college of Arts, Commerce and Science, Camp, Pune-01

Contact:

Ankushe Sheetal Suresh

( BSc Chemistry), MLISc, SET, NET 
Librarian
Arihant College of Arts Commerce And Science,
Pune Camp, Pune-01
Ph. No. 02067270906
 E-mail: ac.library@arihantacs.edu.in
005.15 SAR (Browse shelf) 4 Available 5194
AEF's Arihant college of Arts, Commerce and Science, Camp, Pune-01

Contact:

Ankushe Sheetal Suresh

( BSc Chemistry), MLISc, SET, NET 
Librarian
Arihant College of Arts Commerce And Science,
Pune Camp, Pune-01
Ph. No. 02067270906
 E-mail: ac.library@arihantacs.edu.in
005.15 SAR (Browse shelf) 5 Available 5195
Total holds: 0

Contents

1. Introduction to Soft Computing


1. Neural Networks

2. Fuzzy Logic: Definition, Applications

3. Genetic Algorithms: Definition, Applications

2. Neural Network

1. Introduction

2. Fundamental Concepts

3. Artificial Neurons, Neural Networks and Architectures

4. Geometry of Binary Threshold Neurons and their Networks

5. Learning and Memory

6. Linear Separability, Hebb Network, Perceptron Network

7. MSE Error Surface and its Geometry

8. Application of LMS to Noise Cancellation

3. Fuzzy Set Theory

1. Brief Review of Conventional Set Theory

2. Fuzzy Sets

3. Cartesian Product

4. Crisp Relations

5. Fuzzy Relations

6. Tolerance and Equivalence Relations

7. Fuzzy Tolerance and Equivalence Relations

8. Value Assignments

9. Membership Functions

10.Various Forms

11.Fuzzification

12.Defuzzification to Crisp Set

13.a-Cuts for Fuzzy Relations

14.Defuzzification to Scalars

15.Fuzzy Logic

16.Approximate Reasoning

17.Other Forms of Implication Operation

18.Natural Language

19.Linguistic Hedges

20.Fuzzy (Rule Based) System

21.Graphical Techniques of Inference

22.Membership Value Assignments

23.Inference

4. Genetic Algorithms

1. Introduction

2. What is Genetic Algorithm?

3. Why Genetic Algorithm?

4. Robustance of Traditional Optimization and Search Methods

5. Goals of Optimization

6. How are Genetic Algorithms Different from Traditional Methods?

7. Simple GA

8. Genetic Algorithms At Work – A Simulation By Hand

9. Grist for the Search Mill – Important Similarities

10.Similarity Templates (Schemata)

11.Learning the Lingo

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