Editors: Neeta Verma, Anjali Singhal, Vijai Singh, Manoj Kumar

Prediction in Medicine: The Impact of Machine Learning on Healthcare

eBook: US $69 Special Offer (PDF + Printed Copy): US $117
Printed Copy: US $82
Library License: US $276
ISBN: 978-981-5305-13-5 (Print)
ISBN: 978-981-5305-12-8 (Online)
Year of Publication: 2024
DOI: 10.2174/97898153051281240101

Introduction

Prediction in Medicine: The Impact of Machine Learning on Healthcare explores the transformative power of advanced data analytics and machine learning in healthcare. This comprehensive guide covers predictive analysis, leveraging electronic health records (EHRs) and wearable devices to optimize patient care and healthcare planning. Key topics include disease diagnosis, risk assessment, and precision medicine advancements in cardiovascular health and hypertension management.

The book also addresses challenges in interpreting clinical data and navigating ethical considerations. It examines the role of AI in healthcare emergencies and infectious disease management, highlighting the integration of diverse data sources like medical imaging and genomic data. Prediction in Medicine is essential for students, researchers, healthcare professionals, and general readers interested in the future of healthcare and technological innovation.

Readership

Graduate and undergraduate, researchers, professionals, general.

Foreword

- Pp. i
Ajay Kumar
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Preface

- Pp. ii-iii (2)
Neeta Verma, Anjali Singhal, Vijai Singh, Manoj Kumar
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List of Contributors

- Pp. iv-v (2)

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Predictive Analysis: Forecasting Patient's Outcomes and Medical Trends

- Pp. 1-23 (23)
Alka Singhal*, Dhanalekshmi Gopinathan

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Prediction and Analysis of Digital Health Records, Geonomics, and Radiology Using Machine Learning

- Pp. 24-43 (20)
Sundeep Raj*, Arun Prakash Agarwal, Sandesh Tripathi, Nidhi Gupta

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Medical Imaging Using Machine Learning and Deep Learning: A Survey

- Pp. 44-59 (16)
Uma Sharma*, Deeksha Sharma, Pooja Pathak, Sanjay Kumar Singh, Pushpanjali Singh

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Applications of Machine Learning Practices in Human Healthcare Management Systems

- Pp. 60-77 (18)
Ajay Satija*, Priti Pahuja, Dipti Singh, Athar Hussain

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Multimodal Deep Learning in Medical Diagnostics: A Comprehensive Exploration of Cardiovascular Risk Prediction

- Pp. 78-94 (17)
Sonia Raj*, Neelima Bayappu

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Hypertension Detection System Using Machine Learning

- Pp. 95-117 (23)
Amrita Bhatnagar*, Kamna Singh

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Data Collection and Preparation for Medical Applications for Machine Learning

- Pp. 118-135 (18)
Prateek Jain*, Abhishek Saxena, Rohit Bathla, Rachna Behl, Urvashi Rahul Saxena

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Growing Importance of Machine Learning in Healthcare to Determine Potential Risk

- Pp. 136-158 (23)
Suchismita Mishra*

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Challenges and Opportunities for the Healthcare

- Pp. 159-190 (32)
Prateek Jain*, Rachna Behl, Abhishek Saxena, Rohit Bathla

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Fundamentals of Machine Learning in Healthcare

- Pp. 191-218 (28)
Farooq Shaik*, Rajesh Yelchuri, Jatindra Kumar Dash

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Healthcare Machine Learning Insights

- Pp. 219-231 (13)
Ajay Kumar, Kanika Singhal*, Kirti Kushwah

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Revolutionizing Healthcare: The Power of Machine Learning

- Pp. 232-247 (16)
Monika Sharma*, Dimple Tiwari, Neeta Verma, Anjali Singhal

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A Scientific Implementation for Medical Images to Detect and Classify Various Diseases Using Machine Learning

- Pp. 248-270 (23)
Rati Goel*, Suchismita Mishra

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Exploring the Fundamental Concepts of Machine Learning for Medical Enhancement

- Pp. 271-306 (36)
Rohit Bathla, Prateek Jain*, Rachna Behl, Abhishek Saxena

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Subject Index

- Pp. 307-313 (7)
Vijai Singh, Neeta Verma, Anjali Singhal, Manoj Kumar
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