Hybrid Soft Computing Techniques for Machine Learning and Optimization

Hybrid Soft Computing Techniques for Machine Learning and Optimization

Pages: 300
DOI: 10.4018/979-8-3693-6864-0
ISBN13: 9798369368640|ISBN13 Softcover: 9798369368688|EISBN13: 9798369368657
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Description & Coverage
Description:

1. Overview:

This publication will delve into the integration of soft computing techniques, such as fuzzy logic, neural networks, and genetic algorithms, into the realms of data analysis and decision making. It will cover fundamental concepts as well as advanced methodologies, providing readers with a comprehensive understanding of how soft computing approaches can be applied to tackle complex data analysis tasks and support decision-making processes in various domains.

2. Impact on the research community:

This book will significantly impact the research community by bridging the gap between theoretical knowledge and practical applications in soft computing and data analysis. By presenting real-world case studies and examples, it will offer valuable insights into the effectiveness and efficiency of soft computing techniques in handling large datasets, extracting meaningful patterns, and facilitating decision making in uncertain and dynamic environments. Researchers will gain a deeper understanding of the potential of soft computing methods, leading to further advancements and innovations in the field.

3. Intended audience:

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The intended audience for this publication includes researchers, practitioners, and students in the fields of computer science, artificial intelligence, data science, and engineering. It will be particularly beneficial for professionals working in industries where data-driven decision making is crucial, such as healthcare, finance, manufacturing, and transportation. Additionally, educators can use this book as a resource for courses related to soft computing, machine learning, data analysis, and decision support systems.

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Editor/Author Biographies

Dr. Nikhil Kumar Marriwala (B-Tech., M-Tech. and PhD in Engineering & Technology) is working as Assistant Professor and Head of the Department Electronics and Communication Engineering Department, University Institute of Engineering and Technology, Kurukshetra University, Kurukshetra. He did his PhD. from National Institute of Technology (NIT), Kurukshetra in the department of Electronics and Communication Engineering. He did his post-graduation (M-Tech) in Electronics and Communication Engineering from the Institute of Advanced Studies in Education (IASE) University and did his B-Tech in Electronics and Instrumentation from MMEC, Mullana, Kurukshetra University, Kurukshetra. He has more than 21 years of experience teaching graduate and postgraduate students. More than 33 students have completed their M-Tech dissertation under his guidance. He has published more than 05 book chapters in different International books, has authored more than 10 books with Pearson, Wiley, etc. and has more than 35 publications to his credit in reputed International Journals (SCI, SCIE, ESCI, and Scopus) and 30 papers in International/National conferences. He has been granted 08 Patents with 02 Indian patents and 06 International Patents. He has been Chairman of Special Sessions at more than 22 International/National Conferences and has delivered a keynote address at more than 09 International conferences. He has also acted as organizing secretary for more than 07 International conferences and 01 National Conference. He has delivered more than 70 Invited Talks/ Guest Lectures in leading Universities/Colleges PAN India. He is having additional charge of Training and Placement Officer, UIET, Kurukshetra University, Kurukshetra for more than 11 years now. He is the Single point of contact (SPOC) and head of the local chapter of SWAYAM NPTEL Local Chapter of UIET, KUK. He is the SPOC for the Infosys campus connect program for UIET, KUK. He is the editor of more than 05 book proceedings with Springer and guest editor for the special session in Journal Measurement and Sensors, Elsevier. He is also the reviewer for many reputed journals such as the International Journal of Communication Systems, Wiley, IEEE Signal Processing Letters, International Journal of Measurement Technologies and Journal of Organizational and End User Computing (JOEUC), Egyptian Informatics Journal – Elsevier, Instrumentation Engineering (IJMTIE), International Journal of Interactive Communication Systems and Technologies (IJICST), Current Journal of Applied Science and Technology, UK. He has been awarded as the NPTEL ENTHUSIASTS for the year 2019-2020 by NPTEL IIT, Madras. He has also been awarded the “Career Guru of the Month” award by Aspiring Minds. He has also been awarded as Active SPOC and NPTEL’s brand ambassador from 2019-2022. His areas of interest include Wireless Communications, Software Defined Radios, Cognitive Radios, Soft Computing, Wireless Sensor Networks, Fuzzy system design, Advanced Microprocessors, Internet of Things, Augmented Reality and Virtual Reality, and Blockchain.

Dr Vinod Kumar Shukla is currently working with Amity University, Dubai, U.A.E., as Associate Professor and Head of Academics for the Engineering Architecture and Interior Design department. He has more than 15 years of experience. He has completed his PhD in “Semantic Web and Ontology” and is an active member of IEEE. He has appeared in the prestigious Stanford's list, USA of top 2% of scientists for in 2022. He has authored 100+ research publications in journals, book chapters and Conferences, and have 500+ plus Scopus citations. He has edited books in the field of Data Science, Artificial Intelligence, Blockchain, Industry 4.0 and Healthcare, and People Analytics. He is the recipient of various awards such as the “Global Academic Excellence Award- 2021”, “Faculty Achievement Award” under the category of research publication in continuous two years 2021, 2022, “Best Paper Award” in the International Conference on Machine Intelligence and Data Science Application- 2020”. His research area includes cyber security, the Internet of Things, and Blockchain. Currently, he is working on the books and exploring the transition of technologies and their possible impact from Industry 4.0 to Industry 5.0.

Prof. Dinesh Kumar completed B.Tech. from IIT Madras and Ph.D. from IIT Delhi and is Professor at RMIT University, Melbourne, Australia. He is a Fellow of Australasian Institute of Digital Health. He has published over 400 papers, authored 8 books, and is on a range of Australian and international committees for Biomedical Engineering. His passion is for affordable diagnostics and making a difference for his students. His work has been cited over 8400 times, and he has also had multiple successes with technology translation. He is Member of Therapeutics Goods Administration (TGA), Ministry of Health (Australia) for medical devices. He is also on the editorial boards for IEEE Transactions of Neural Systems and Rehabilitation Engineering and Biomedical Signals and Controls. He has been Chair of large number of conferences and given over 50 keynotes speeches.

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