Computational Intelligence for Machine Learning and Healthcare Informatics

by Rajshree Srivastava (Editor), Pradeep Kumar Mallick (Editor), Siddharth Swarup Rautaray (Editor), Manjusha Pandey (Editor)

Overview

This book presents a variety of techniques designed to enhance and empower multi-disciplinary and multi-institutional machine learning research in healthcare informatics. It is intended to provide a unique compendium of current and emerging machine learning paradigms for healthcare informatics, reflecting the diversity, complexity, and depth and breadth of this multi-disciplinary area.

Product Details

ISBN-13:	9783110647822
Publisher:	De Gruyter
Publication date:	06/22/2020
Series:	Intelligent Biomedical Data Analysis , #1
Pages:	346
Product dimensions:	9.45(w) x 6.69(h) x (d)
Age Range:	18 Years

About the Author

Rajshree Srivastava, Pradeep Kumar Mallick, Siddhartha Swarup Rautaray, Manjusha Pandey, India.

Table of Contents

Preface vii

List of contributors xiii

1 A review of bone tissue engineering for the application of artificial intelligence in cellular adhesion prediction María de Lourdes Sánchez Adrián Will Andrea Rodríguez Luis O. Gónzalez-Salcedo 1

2 Implementation and classification of machine learning algorithms in healthcare informatics: approaches, challenges, and future scope Divya Gaba Nitin Mitral 21

3 Cardiac arrhythmia recognition using Stockwell transform and ABC-optimized twin SVM Sandeep Raj Arvind Choubey 35

4 Computational intelligence approach to address the language barrier in healthcare Shweta Sinha Shweta Bansal 53

5 Recent advancement of machine learning and deep learning in the field of healthcare system Yogesh Kumar Manish Mahajan 77

6 Predicting psychological disorders using machine learning Prabhsimar Kaur Vishal Bharti Srabanti Maji 99

7 Automatic analysis of cardiovascular diseases using EMD and support vector machines Sweta Kumari Sneha Kumari 131

8 Machine learning approach for exploring computational intelligence J Naveenkumar Dhanashri P. Joshi 153

9 Classification of various image fusion algorithms and their performance evaluation metrics Simrandeep Singh Nitin Mittal Harbinder Singh 179

10 Recommender system in healthcare: an overview Dhrubasish Sarkar Medha Gupta Premananda Jana Dipak K. Kole 199

11 Dense CNN approach for medical diagnosis Purva Ekatpure, Shivam 217

12 Impact of sentiment analysis tools to improve patients' life in critical diseases Dhaval Bhoi Amit Thakkar 239

13 A fuzzy entropy-based multilevel image thresholding using neural network optimization algorithm Diksha Thakur Nitin Mittal Simrandeep Singh Rajshree Srivastva 253

14 Machine learning in healthcare Daiyaart Ahmed Shaik Vihal Mohanty Ramani Selvanambi 277

15 Computational health informatics using evolutionary-based feature selection Vanaja Ramaswamy Saswati Mukherjee 309

Index 329