Soft computing applications and techniques in healthcare
著者
書誌事項
Soft computing applications and techniques in healthcare
（Information technology, management and operations research practices / series editors, Vijender Kumar Solanki, Sandhya Makkar and Shivani Agarwal）
CRC Press, 2021
- : hbk
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注記
Includes bibliographical references and index
内容説明・目次
内容説明
This book provides insights into contemporary issues and challenges in soft computing applications and techniques in healthcare. It will be a useful guide to identify, categorise and assess the role of different soft computing techniques for disease, diagnosis and prediction due to technological advancements.
The book explores applications in soft computing and covers empirical properties of artificial neural network (ANN), evolutionary computing, fuzzy logic and statistical techniques. It presents basic and advanced concepts to help beginners and industry professionals get up to speed on the latest developments in soft computing and healthcare systems. It incorporates the latest methodologies and challenges facing soft computing, examines descriptive, predictive and social network techniques and discusses analytics tools and their role in providing effective solutions for science and technology.
The primary users for the book include researchers, academicians, postgraduate students, specialists and practitioners.
Dr. Ashish Mishra is a professor in the Department of Computer Science and Engineering, Gyan Ganga Institute of Technology and Sciences, Jabalpur, Madhya Pradesh, India. He has contributed in organising the INSPIRE Science Internship Camp. He is a member of the Institute of Electrical and Electronics Engineers and is a life member of the Computer Society of India. His research interests include the Internet of Things, data mining, cloud computing, image processing and knowledge-based systems. He holds nine patents in Intellectual Property, India. He has authored four books in the areas of data mining, image processing and LaTex.
Dr. G. Suseendran is an assistant professor, Department of Information Technology, School of Computing Sciences, Vels Institute of Science, Technology & Advanced Studies (VISTAS), Chennai, Tamil Nadu, India. His research interests include ad-hoc networks, the Internet of Things, data mining, cloud computing, image processing, knowledge-based systems, and Web information exploration. He has published more than 75 research papers in various international journals such as Science Citation Index, Springer Book Chapter, Scopus, IEEE Access and UGC-referred journals.
Prof. Trung-Nghia Phung is an associate professor and Head of Academic Affairs, Thai Nguyen University of Information and Communication Technology (ICTU). He has published more than 60 research papers. His main research interest lies in the field of speech, audio, and biomedical signal processing. He serves as a technical committee program member, track chair, session chair, and reviewer of many international conferences and journals. He was a co-Chair of the International Conference on Advances in Information and Communication Technology 2016 (ICTA 2016) and a Session Chair of the 4th International Conference on Information System Design and Intelligent Applications (INDIA 2017).
目次
Chapter 1 Analytical Approach to Genetics of Cancer Therapeutics
through Machine Learning ................................................................. 1
Ritu Shukla, Mansi Gyanchandani, Rahul Sahu and Priyank Jain
Chapter 2 A Study on Behaviour of Neural Gas on Images and Artificial
Neural Network in Healthcare .......................................................... 11
Rahul Sahu, Ashish Mishra and G. Suseendran
Chapter 3 A New Approach for Parkinson's Disease Imaging Diagnosis
Using Digitized Spiral Drawing ........................................................ 35
Megha Kamble and Pranshu Patel
Chapter 4 Modelling and Analysis for Cancer Model with Caputo
to Atangana-Baleanu Derivative ....................................................... 57
Ashish Mishra, Jyoti Mishra and Vijay Gupta
Chapter 5 Selection of Hospital Using Integrated Fuzzy AHP
and Fuzzy TOPSIS Method .............................................................. 71
Vikas Shinde and Santosh K. Bharadwaj
Chapter 6 Computation of Threshold Rate for the Spread of HIV
in a Mobile Heterosexual Population and Its Implication
for SIR Model in Healthcare ............................................................. 97
Suresh Rasappan and Regan Murugesan
Chapter 7 Application of Soft Computing Techniques to Heart Sound
Classification: A Review of the Decade .......................................... 113
Babita Majhi and Aarti Kashyap
Chapter 8 Fuzzy Systems in Medicine and Healthcare: Need,
Challenges and Applications ........................................................... 139
Deepak K. Sharma, Sakshi and Kartik Singhal
Chapter 9 Appliance of Machine Learning Algorithms in Prudent Clinical
Decision-Making Systems in the Healthcare Industry ................... 163
T. Venkat Narayana Rao and G. Akhila
Chapter 10 Technique of Receiving Data from Medical Devices
to Create Electronic Medical Records Database ............................. 185
Vu Duy Hai
Chapter 11 Universal Health Database in India: Emergence, Feasibility
and Multiplier Effects ...................................................................... 215
Arindam Chakrabarty and Uday Sankar Das
Chapter 12 Cluster Analysis of Breast Cancer Data Using
Modified BP-RBFN ......................................................................... 235
Viswanathan Sangeetha, Jayavel Preethi,
Raghunathan Krishankumar,
Kattur S. Ravichandran
and Ramachandran Manikandan
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