Handbook of Research on Disease Prediction Through Data Analytics and Machine Learning

618 Pages·2020·32.902 MB·English

by  Geeta Rani (editor), Pradeep Kumar Tiwari (editor)

Handbook of Research
on Disease Prediction
Through Data Analytics
and Machine Learning
Geeta Rani
Manipal University Jaipur, India
Pradeep Kumar Tiwari
Manipal University Jaipur, India
A volume in the Advances in Medical Diagnosis,
Treatment, and Care (AMDTC) Book Series
Published in the United States of America by
IGI Global
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Library of Congress Cataloging-in-Publication Data
Names: Rani, Geeta, 1980- editor. | Tiwari, Pradeep Kumar, 1982- editor.
Title: Handbook of research on disease prediction through data analytics
and machine learning / Geeta Rani and Pradeep Kumar Tiwari, editors.
Description: Hershey, PA : Medical Information Science Reference, [2020] |
Includes bibliographical references and index. | Summary: “This book
explores the use of data analytics algorithms and machine learning
techniques for disease prediction”-- Provided by publisher.
Identifiers: LCCN 2019043256 (print) | LCCN 2019043257 (ebook) | ISBN
9781799827429 (hardcover) | ISBN 9781799827436 (ebook)
Subjects: MESH: Machine Learning | Diagnosis, Computer-Assisted | Fuzzy
Logic | Data Interpretation, Statistical | Sampling Studies
Classification: LCC R853.S7 (print) | LCC R853.S7 (ebook) | NLM W
26.55.A7 | DDC 616.0072/7--dc23
LC record available at https://lccn.loc.gov/2019043256
LC ebook record available at https://lccn.loc.gov/2019043257

This book is published in the IGI Global book series Advances in Medical Diagnosis, Treatment, and Care (AMDTC)
(ISSN: 2475-6628; eISSN: 2475-6636)
British Cataloguing in Publication Data
A Cataloguing in Publication record for this book is available from the British Library.
All work contributed to this book is new, previously-unpublished material. The views expressed in this book are those of the
authors, but not necessarily of the publisher.
For electronic access to this publication, please contact: [email protected].
Advances in Medical Diagnosis,
Treatment, and Care (AMDTC)
Book Series
ISSN:2475-6628
EISSN:2475-6636
Mission
Advancements in medicine have prolonged the life expectancy of individuals all over the world. Once
life-threatening conditions have become significantly easier to treat and even cure in many cases. Con-
tinued research in the medical field will further improve the quality of life, longevity, and wellbeing of
individuals.
The Advances in Medical Diagnosis, Treatment, and Care (AMDTC) book series seeks to highlight
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for patient care. Comprised of comprehensive resources aimed to assist professionals in the medical
field apply the latest innovations in the identification and management of medical conditions as well as
patient care and interaction, the books within the AMDTC series are relevant to the research and practi-
cal needs of medical practitioners, researchers, students, and hospital administrators.
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• Disease Management
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Editorial Advisory Board
SandeepChaurasia,Manipal University Jaipur, India
VijaypalSinghDhaka,Manipal University Jaipur, India
HemlataGoyal,Manipal University Jaipur, India
KusumlataJain,Manipal University Jaipur, India
UpasanaPandey,IMS Engineering College, Ghaziabad, India
AnuragSingh,National Institute of Technology, Delhi, India
ArjunSingh,Manipal University Jaipur, India
AnjuYadav,Manipal University Jaipur, India

List of Contributors
Ahirwar, Manish Kumar/University Institute of Technology, Rajiv Gandhi Proudyogiki
Vishwavidyalaya, Bhopal, India...................................................................................................437
B., Shiva Shanta Mani/Indian Institute of Information Technology, Kottayam, India...................373
Batra, Shivani /KIET Group of Institutions, Delhi-NCR, India..........................................................8
Çevik, Kerim Kürşat/Akdeniz University, Turkey...........................................................................382
Chatterjee, Ahan /The Neotia University, India.............................................................................112
Chaturvedi, Devendra Kumar/Dayalbagh Educational Institute, Agra, India......................402,486
Das, Arpita /University of Calcutta, India.......................................................................................185
Das, Poulomi /OmDayal Group of Institutions, India & Maulana Abul Kalam Azad University
of Technology, India.....................................................................................................................185
Dhaka, Vijaypal Singh/Manipal University Jaipur, India..................................................................1
Gangal, Ayushe /G. B. Pant Government Engineering College, India..............................................70
Gupta, Abhranil /Auctus Solutions, India.......................................................................................254
Gupta, Mayank /Tata Consultancy Services, India.................................................................402,486
Kanani, Pratik /Dwarkadas J. Sanghvi College of Engineering, India..........................................343
Kaur, Parminder /Guru Nanak Dev University, Amritsar, India....................................................281
Kaur, Prabhpreet /Guru Nanak Dev University, Amritsar, India...................................................281
Khan, Binish /University Institute of Technology, Rajiv Gandhi Proudyogiki Vishwavidyalaya,
Bhopal, India................................................................................................................................437
Kumar, Amit /Sanaka Educational Trust’s Group of Institutions, India.........................................526
Kumar, Archek Praveen/Malla Reddy College of Engineering for Women, Hyderabad, India....450
Kumar, Manish /Vellore Institute of Technology, Chennai, India...................................................526
Kumar, Peeyush /G. B. Pant Government Engineering College, India............................................70
Kumar, Raj /Shri Vishwakarma Skill University, Palwal, India.....................................................450
Kumar, Upendra /Institute of Engineering and Technology, Lucknow, India................................205
Kumari, Sunita /G. B. Pant Government Engineering College, India..............................................70
Mishra, Manish /University Institute of Technology, Rajiv Gandhi Proudyogiki
Vishwavidyalaya, Bhopal, India...................................................................................................437
Mishra, Nilamadhab /School of Computing Science and Engineering, VIT Bhopal University,
India..............................................................................................................................................470
Nandhini, M. /Department of Computer Science, Government Arts College, Udumalpet, India...237
Oza, Meet Ganpatlal/Manipal University, Jaipur, India....................................................................1
Padole, Mamta Chandraprakash/The Maharaja Sayajirao University of Baroda, India.............343
Prabha V., Diviya /Periyar University, India..................................................................................268
R., Nidhya /Madanapalle Institute of Technology & Science, India................................................526



R., Rathipriya /Periyar University, India........................................................................................268
Rajak, Rahul /University of Calcutta, India....................................................................................185
Rajan S., Dheva /Almusanna College of Technology, Oman...........................................................164
Rani, Geeta /Manipal University Jaipur, India...................................................................................1
Rani, Rinkle /Computer Science and Engineering Department, Thapar Institute of Engineering
and Technology, Patiala, India.....................................................................................................142
Rastogi, Rohit /ABES Engineering College, India..................................................................402,486
Renugadevi, S. /Department of Computer Science and Engineering, PSG College of
Technology, Coimbatore, India....................................................................................................237
Roy, Swagatam /The Neotia University, India.................................................................................112
Sachdeva, Shelly /National Institute of Technology, Delhi, India.......................................................8
Saini, Anu /G. B. Pant Government Engineering College, India......................................................70
Samuel, Johny Melese/Debre Berhan University, Ethiopia............................................................470
Shamila, M. /Malla Reddy Engineering College, India...................................................................358
Sharma, Aman /IT Department, Jaypee University of Information Technology, Solan, India.......142
Shrivastava, Rupali /The Neotia University, India.........................................................................112
Shukla, Piyush Kumar/University Institute of Technology, Rajiv Gandhi Proudyogiki
Vishwavidyalaya, Bhopal, India...................................................................................................437
Singh, Gurvinder /Guru Nanak Dev University, Amritsar, India...................................................281
Sivanandam, S. N./Department of Computer Science and Engineering, Karpagam College of
Engineering, Coimbatore, India...................................................................................................237
Srinivasulu, Asadi /Sree Vidyanikethan Engineering College, India..............................................424
Srivastava, Devesh Kumar/Manipal University Jaipur, India.........................................................92
Tiwari, Pradeep Kumar/Manipal University Jaipur, India..............................................................92
Tyagi, Amit Kumar/Vellore Institute of Technology, Chennai, India.......................................50,358
V. M., Manikandan /SRM University AP, Andhra Pradesh, India..................................................373
Vaishali/Manipal University, Jaipur, India......................................................................................450
Vocaturo, Eugenio /Università della Calabria, Italy........................................................................22
Yadav, Ashwani Kumar/Amity University Rajasthan, Jaipur, India..............................................450
Yadav, Shashank /Institute of Engineering and Technology, Lucknow, India................................205
Table of Contents
Foreword............................................................................................................................................xxii
Preface...............................................................................................................................................xxiii
Acknowledgment...............................................................................................................................xxx
Chapter 1
GlaucomaDetectionUsingConvolutionalNeuralNetworks.................................................................1
Meet Ganpatlal Oza, Manipal University, Jaipur, India
Geeta Rani, Manipal University Jaipur, India
Vijaypal Singh Dhaka, Manipal University Jaipur, India
Chapter 2
Pre-ProcessingHighlySparseandFrequentlyEvolvingStandardizedElectronicHealthRecords
forMining...............................................................................................................................................8
Shivani Batra, KIET Group of Institutions, Delhi-NCR, India
Shelly Sachdeva, National Institute of Technology, Delhi, India
Chapter 3
ImageClassificationTechniques...........................................................................................................22
Eugenio Vocaturo, Università della Calabria, Italy
Chapter 4
PredictionModels.................................................................................................................................50
Amit Kumar Tyagi, Vellore Institute of Technology, Chennai, India
Chapter 5
PredictionModelsforHealthcareUsingMachineLearning:AReview..............................................70
Ayushe Gangal, G. B. Pant Government Engineering College, India
Peeyush Kumar, G. B. Pant Government Engineering College, India
Sunita Kumari, G. B. Pant Government Engineering College, India
Anu Saini, G. B. Pant Government Engineering College, India



Chapter 6
ChronicKidneyDiseasePredictionUsingDataMiningAlgorithms...................................................92
Devesh Kumar Srivastava, Manipal University Jaipur, India
Pradeep Kumar Tiwari, Manipal University Jaipur, India
Chapter 7
AMachineLearningApproachtoPreventCancer.............................................................................112
Ahan Chatterjee, The Neotia University, India
Swagatam Roy, The Neotia University, India
Rupali Shrivastava, The Neotia University, India
Chapter 8
MachineLearningPerspectiveinCancerResearch............................................................................142
Aman Sharma, IT Department, Jaypee University of Information Technology, Solan, India
Rinkle Rani, Computer Science and Engineering Department, Thapar Institute of
Engineering and Technology, Patiala, India
Chapter 9
APathwaytoDifferentialModellingofNipahVirus.........................................................................164
Dheva Rajan S., Almusanna College of Technology, Oman
Chapter 10
ApplicationofAIforComputer-AidedDiagnosisSystemtoDetectBrainTumors..........................185
Poulomi Das, OmDayal Group of Institutions, India & Maulana Abul Kalam Azad
University of Technology, India
Rahul Rajak, University of Calcutta, India
Arpita Das, University of Calcutta, India
Chapter 11
ApplicationofMachineLearningtoAnalyseBiomedicalSignalsforMedicalDiagnosis................205
Upendra Kumar, Institute of Engineering and Technology, Lucknow, India
Shashank Yadav, Institute of Engineering and Technology, Lucknow, India
Chapter 12
ArtificialBeeColony-BasedAssociativeClassifierforHealthcareDataDiagnosis..........................237
M. Nandhini, Department of Computer Science, Government Arts College, Udumalpet, India
S. N. Sivanandam, Department of Computer Science and Engineering, Karpagam College of
Engineering, Coimbatore, India
S. Renugadevi, Department of Computer Science and Engineering, PSG College of
Technology, Coimbatore, India
Chapter 13
ArtificialIntelligenceApproachestoDetectNeurodegenerativeDiseaseFromMedicalRecords:
APerspective......................................................................................................................................254
Abhranil Gupta, Auctus Solutions, India

Chapter 14
ClinicalDecisionSupportSystems:Decision-MakingSystemforClinicalData..............................268
Diviya Prabha V., Periyar University, India
Rathipriya R., Periyar University, India
Chapter 15
DiagnosisandPrognosisofUltrasoundFetalGrowthAnalysisUsingNeuro-FuzzyBasedon
GeneticAlgorithms.............................................................................................................................281
Parminder Kaur, Guru Nanak Dev University, Amritsar, India
Prabhpreet Kaur, Guru Nanak Dev University, Amritsar, India
Gurvinder Singh, Guru Nanak Dev University, Amritsar, India
Chapter 16
ECGImageClassificationUsingDeepLearningApproach...............................................................343
Pratik Kanani, Dwarkadas J. Sanghvi College of Engineering, India
Mamta Chandraprakash Padole, The Maharaja Sayajirao University of Baroda, India
Chapter 17
GeneticDataAnalysis.........................................................................................................................358
M. Shamila, Malla Reddy Engineering College, India
Amit Kumar Tyagi, Vellore Institute of Technology, Chennai, India
Chapter 18
HeartDiseasePredictionUsingMachineLearning............................................................................373
Shiva Shanta Mani B., Indian Institute of Information Technology, Kottayam, India
Manikandan V. M., SRM University AP, Andhra Pradesh, India
Chapter 19
HeuristicApproachPerformancesforArtificialNeuralNetworksTraining......................................382
Kerim Kürşat Çevik, Akdeniz University, Turkey
Chapter 20
MentalHealthThroughBiofeedbackIsImportanttoAnalyze:AnAppandAnalysis......................402
Rohit Rastogi, ABES Engineering College, India
Devendra Kumar Chaturvedi, Dayalbagh Educational Institute, Agra, India
Mayank Gupta, Tata Consultancy Services, India
Chapter 21
Pre-ClusteringTechniquesforHealthcareSystem:EvaluationMeasures,EvaluationMetrics,
ComparativeStudyofExistingvs.ProposedApproaches..................................................................424
Asadi Srinivasulu, Sree Vidyanikethan Engineering College, India