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Advanced Machine Learning for Complex Medical Data Analysis

Editors: Saumendra Kumar Mohapatra, Mihir Narayan Mohanty, Rashmita Khilar

Advanced Machine Learning for Complex Medical Data Analysis

ISBN: 978-981-5313-39-0
eISBN: 978-981-5313-38-3 (Online)

Introduction

Advanced Machine Learning for Complex Medical Data Analysis is a definitive guide to leveraging machine learning to solve critical challenges in medical data analysis. This book discusses cutting-edge methodologies, from predictive modeling to neural networks, tailored to address the unique complexities of medical and healthcare data. It combines theoretical frameworks with practical applications, ensuring readers gain a comprehensive understanding of both concepts and real-world implementations.

The book covers diverse topics, including medical image denoising, the transformative role of GANs, IoT applications in healthcare, early disease detection using speech data, and COVID detection using autoencoders. It also explores the impact of big data, statistical approaches to medical analytics, and public health improvements through technology.

Key Features:

  • - Practical insights into deploying advanced machine learning models for healthcare.
  • - Real-world case studies on diverse diseases and datasets.
  • - Cutting-edge topics like explainable AI, federated learning, and ethical considerations.
  • - Methods for improving data accuracy, efficiency, and privacy.


Readership

Researchers, academics, graduate students, and professionals in data science, bioinformatics, and healthcare analytics.

Contributors

Editor(s):
Saumendra Kumar Mohapatra
Faculty of Engineering & Technology
Sri Sri University
Cuttack, Odisha, India


Mihir Narayan Mohanty
Department of ECE
ITER
Siksha 'O' Anusandhan (Deemed to be University)
Bhubaneswar
India


Rashmita Khilar
Saveetha School of Engineering
Saveetha Institute of Medical and Technical Sciences
Chennai
India



Contributor(s):
A. John
Department of CSE
Easwari Engineering College
Chennai
India


A. Abirami
Department of Mathematics
Sona College of Technology
Salem-636 005
India


Amrita Rai
ECE Department
LLOYD Institute of Engineering and Technology, Knowledge Park II
Greater Noida-201306
India


C.U. Om kumar
School of Computer Science & Engineering
Vellore Institute of Technology-Chennai Campus
India


CH. V. V. Ramana
Department of Physics
Vignan’s Institute of Information Technology (A), Duvvada, Visakhapatnam
Andhra Pradesh-530049
India
/
Department of CEER
Vignan’s Institute of Information Technology (A), Duvvada, Visakhapatnam
Andhra Pradesh-530049
India


Christy. Ratnarajan
Department of CSE
Easwari Engineering College
Chennai
India


Devi T.
Department of Computer Science & Engineering, Saveetha School of Engineering
Saveetha Institute of Medical and Technical Sciences, Saveetha University
Chennai
India


Dhanjay Gupta
ECE Department
GL Bajaj Institute of Technology and Management
Greater Noida- Uttar Pradesh 201306
India


Farida Ashraf Ali
Faculty of Engineering & Technology Sikhsha ‘O’ Anusandhan (Deemed to be) University
Bhubaneswar, Odisha-30
India


J. Narmatha
Department of CSE
Easwari Engineering College
Chennai
India


M. Suguna
School of Computer Science & Engineering
Vellore Institute of Technology-Chennai Campus
India


N. Deepa
Department of Computer Science & Engineering, Saveetha School of Engineering
Saveetha Institute of Medical and Technical Sciences, Saveetha University
Chennai
India


Naheeda Zaib
Department of Computer Science
NIMS University
Jaipur, Rajasthan
India


P. Deepa
Department of CSE
Saveetha School of Engineering , Saveetha Institute of Medical and Technical Sciences, SIMATS
Chennai
India


P. Prakash
School of Mathematics
Periyar University
Salem-636 011
India


Rashmita Khilar
Institute of Information Technology
Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences
Chennai, Tamil Nadu
India


S. Senthil Kumar
Department of Computer Science
NIMS University
Jaipur, Rajasthan
India


Shweta Kharya
Department of CSE
Bhilai Institute of Technology Durg
Chhattisgarh
India


Sunita Soni1
Department of CSE
Bhilai Institute of Technology Durg
Chhattisgarh
India


Santosh Kumar Sar
Department of Engineering Chemistry
Bhilai Institute of Technology, Durg
India


Sachi Nandan Mohanty
Department of Computer Science
Singidunum University
Serbia



Shafqat Ul Ahsaan
Department of Computer Science
NIMS University
Jaipur, Rajasthan
India


Shubhyansh Rai
Department of Artificial Intelligence
Gautama Buddha University
Greater Noida, Uttar Pradesh 201312
India


Sayon Majumdar
Reckitt R&D Centre, Gurgaon
Haryana-122001
India


Tripti Swarnkar
Department of Computer Applications
Siksha' O' Anusandhan University
Bhubaneshwar, Odisha
India


Vijayalakshmi Pasupathy
Department of Computer Science and Engineering
Saveetha Institute of Medical and Technical Sciences, Chennai
Tamil Nadu
India