Machine Learning for Healthcare (eBook, PDF)

Handling and Managing Data
Redaktion: Agrawal, Rashmi; Le, Dac-Nhuong; Rathore, Pramod Singh; Kumar, Abhishek; Chatterjee, Jyotir Moy

• Format: PDF

Produktbeschreibung

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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Produktdetails

• Verlag: Taylor & Francis
• Seitenzahl: 222
• Erscheinungstermin: 8. Dezember 2020
• Englisch
• ISBN-13: 9781000221787
• Artikelnr.: 60340724

Autorenporträt

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

Inhaltsangabe

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