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Machine Learning for Healthcare de Abhishek Kumar

Machine Learning for Healthcare

Editat de Abhishek Kumar, Dac-Nhuong Le, Jyotir Moy Chatterjee, Pramod Singh Rathore, Rashmi Agrawal
en Limba Engleză Paperback – 13 mar 2025
This book will provide in depth information about handling and managing healthcare data by Machine Learning methods. It will express the long-standing challenges in healthcare informatics and provide rational orientations on how to deal with them.
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Specificații

ISBN-13: 9780367625719
ISBN-10: 0367625717
Pagini: 204
Dimensiuni: 156 x 234 mm
Greutate: 0.41 kg
Editura: Taylor & Francis Ltd.

Cuprins

Contents
Preface..................................................................................................................... vii
Acknowledgments..................................................................................................xi
Editors.................................................................................................................... xiii
List of Contributors............................................................................................. xvii
1. Fundamentals of Machine Learning...........................................................1
Rashmi Agrawal
2. Medical Information Systems..................................................................... 17
Uday Sah, Abhushan Chataut, and Jyotir Moy Chatterjee
3. The Role of Metaheuristic Algorithms in Healthcare...........................25
G. Uma Maheswari, R. Sujatha, V. Mareeswari, and E. P. Ephzibah
4. Decision Support System to Improve Patient Care................................ 41
V. Diviya Prabha and R. Rathipriya
5. Effects of Cell Phone Usage on Human Health and Specifically
on the Brain.....................................................................................................53
Soobia Saeed, Afnizanfaizal Abdullah, N. Z. Jhanjhi, Mehmood Naqvi
and Shakeel Ahmed
6. Feature Extraction and Bio Signals............................................................ 69
A. Mary Judith, S Baghavathi Priya, N. Kanya, and Jyotir Moy Chatterjee
7. Comparison Analysis of Multidimensional Segmentation Using
Medical Health-Care Information............................................................. 81
Soobia Saeed, Afnizanfaizal Abdullah, N. Z. Jhanjhi, Memood Naqvi,
and Azeem Khan
8. Deep Convolutional Network Based Approach for Detection
of Liver Cancer and Predictive Analytics on Cloud...............................95
Pramod H. B. and Goutham M.
9. Performance Analysis of Machine Learning Algorithm for
Healthcare Tools with High Dimension Segmentation...................... 115
Soobia Saeed, Afnizanfaizal Abdullah, N. Z. Jhanjhi, Memood Naqvi
and Mamoona Humayun
10. Patient Report Analysis for Identification and
Diagnosis of Disease.................................................................................. 129
Muralidharan C., Mohamed Sirajudeen Y., and Anitha R.
11. Statistical Analysis of the Pre- and Post-Surgery in the
Healthcare Sector Using High Dimension Segmentation.................. 159
Soobia Saeed, Afnizanfaizal Abdullah, N. Z. Jhanjhi, Memood Naqvi,
and Mamoona Humayun
12. Machine Learning in Diagnosis of Children with Disorders........... 175
Lokesh Kumar Saxena and Manishikha Saxena
13. Forecasting Dengue Incidence Rate in Tamil Nadu Using
ARIMA Time Series Model...................................................................... 187
S. Dhamodharavadhani, R. Rathipriya
Index......................................................................................................................203

Notă biografică

Rashmi Agrawal, Jyotir Moy Chatterjee, Abhishek Kumar, Pramod Singh Rathore, Dac-Nhuong Le