Gupta Soft Computing for Data Analytics, Classification Model, and Control

Soft Computing for Data Analytics, Classification Model, and Control

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Beschreibung

This book presents a set of soft computing approaches and their application in data analytics, classification model, and control. The basics of fuzzy logic implementation for advanced hybrid fuzzy driven optimization methods has been covered in the book. The various soft computing techniques, including Fuzzy Logic, Rough Sets, Neutrosophic Sets, Type-2 Fuzzy logic, Neural Networks, Generative Adversarial Networks, and Evolutionary Computation have been discussed and they are used on variety of applications including data analytics, classification model, and control.

The book is divided into two thematic parts. The first thematic section covers the various soft computing approaches for text classification and data analysis, while the second section focuses on the fuzzy driven optimization methods for the control systems. The chapters has been written and edited by active researchers, which cover hypotheses and practical considerations; provide insights into the design ofhybrid algorithms for applications in data analytics, classification model, and engineering control.



This book presents a set of soft computing approaches and their application in data analytics, classification model, and control. The basics of fuzzy logic implementation for advanced hybrid fuzzy driven optimization methods has been covered in the book. The various soft computing techniques, including Fuzzy Logic, Rough Sets, Neutrosophic Sets, Type-2 Fuzzy logic, Neural Networks, Generative Adversarial Networks, and Evolutionary Computation have been discussed and they are used on variety of applications including data analytics, classification model, and control.

The book is divided into two thematic parts. The first thematic section covers the various soft computing approaches for text classification and data analysis, while the second section focuses on the fuzzy driven optimization methods for the control systems. The chapters has been written and edited by active researchers, which cover hypotheses and practical considerations; provide insights into the design ofhybrid algorithms for applications in data analytics, classification model, and engineering control.



Presents improved fuzzy sets and intelligent and optimization algorithms Bridges between data science, machine learning and soft computing methods Covers applications of metaheuristics in medical imaging and dynamical system control

Autor*in

Deepak Gupta

Themen in »Soft Computing for Data Analytics, Classification Model, and Control«

Social Spider Optimization Fuzzy Logic in Computational Biology Gravitational Search Algorithm Medical Image Classification Fuzzy Wavelet Neural Network Generative Adversarial Networks Hybrid Optimization Algorithms Data Classification with Deep Learning Data-driven Fuzzy Control Fuzzy Rough Set Nearest Neighbour

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Details

ISBN: 9783030920258
Verlag: Springer International Publishing
Erscheinung: 31.01.2022

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