Big data analytics and machine intelligence in biomedical and health informatics : (Record no. 88385)

000 -LEADER
fixed length control field 09029nam a22004937a 4500
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240910100204.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION
fixed length control field m o d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr |n|||||||||
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 240910b ||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781119791737
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1119792371
Qualifying information (electronic bk. : oBook)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1119792363
Qualifying information (electronic book)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781119792369
Qualifying information (electronic book)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781119792376
Qualifying information (electronic bk. : oBook)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 1119791731
Qualifying information (hardcover)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9781119791737
Qualifying information (hardcover)
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.1002/9781119792376
Source of number or code doi
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)1315739835
037 ## - SOURCE OF ACQUISITION
Stock number 9781119791737
Source of stock number/acquisition O'Reilly Media
040 ## - CATALOGING SOURCE
Original cataloging agency YDX
Language of cataloging eng
Description conventions rda
Transcribing agency YDX
Modifying agency YDX
-- OCLCQ
-- DG1
-- ORMDA
-- OCLCF
041 ## - LANGUAGE CODE
Language code of text/sound track or separate title eng
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number R858
Item number .B54 2022
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 610.285
Edition number 23/eng/20220607
245 00 - TITLE STATEMENT
Title Big data analytics and machine intelligence in biomedical and health informatics :
Remainder of title concepts, methodologies, tools and applications /
Statement of responsibility, etc edited by Sunil Kumar Dhal [and three others]
264 #1 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Beverly, MA :
Name of publisher, distributor, etc Scrivener Publishing ;
Place of publication, distribution, etc Hoboken, NJ :
Name of publisher, distributor, etc John Wiley & Sons,
Date of publication, distribution, etc 2022.
264 #4 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Date of publication, distribution, etc ©2022.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource :
Other physical details illustrations (chiefly color)
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent.
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia.
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
505 0# - CONTENTS
Formatted contents note Table of Contents<br/><br/>Preface xiii<br/><br/>1 An Introduction to Big Data Analytics Techniques in Healthcare 1<br/>Anil Audumbar Pise<br/><br/>1.1 Introduction 1<br/><br/>1.2 Big Data in Healthcare 3<br/><br/>1.3 Areas of Big Data Analytics in Medicine 5<br/><br/>1.4 Healthcare as a Big Data Repository 9<br/><br/>1.5 Applications of Healthcare Big Data 10<br/><br/>1.6 Challenges in Big Data Analytics 16<br/><br/>1.7 Big Data Privacy and Security 17<br/><br/>1.8 Conclusion 18<br/><br/>1.9 Future Work 18<br/><br/>2 Identify Determinants of Infant and Child Mortality Based Using Machine Learning: Case Study on Ethiopia 21<br/>Sudhir Kumar Mohapatra, Srinivas Prasad, Getachew Mekuria Habtemariam and Mohammed Siddique<br/><br/>2.1 Introduction 22<br/><br/>2.2 Literature Review 23<br/><br/>2.3 Methodology and Data Source 25<br/><br/>2.4 Implementation and Results 28<br/><br/>2.5 Conclusion 44<br/><br/>3 Pre-Trained CNN Models in Early Alzheimer's Prediction Using Post-Processed MRI 47<br/>Kalyani Gunda and Pradeepini Gera<br/><br/>3.1 Introduction 48<br/><br/>3.2 Experimental Study 51<br/><br/>3.3 Data Exploration 55<br/><br/>3.4 OASIS Dataset Pre-Processing 61<br/><br/>3.5 Alzheimer's 4-Class-MRI Features Extraction 69<br/><br/>3.6 Alzheimer 4-Class MRI Image Dataset 69<br/><br/>3.7 RMSProp (Root Mean Square Propagation) 80<br/><br/>3.8 Activation Function 81<br/><br/>3.9 Batch Normalization 81<br/><br/>3.10 Dropout 81<br/><br/>3.11 Result--I 82<br/><br/>3.12 Conclusion and Future Work 89<br/><br/>4 Robust Segmentation Algorithms for Retinal Blood Vessels, Optic Disc, and Optic Cup of Retinal Images in Medical Imaging 97<br/>Birendra Biswal, Raveendra T., Dwiti Krishna Bebarta, Geetha Pavani P. and P.K. Biswal<br/><br/>4.1 Introduction 98<br/><br/>4.2 Basics of Proposed Methods 100<br/><br/>4.3 Experimental Results and Discussion 107<br/><br/>4.4 Conclusion 115<br/><br/>5 Analysis of Healthcare Systems Using Computational Approaches 119<br/>Hemanta Kumar Bhuyan and Subhendu Kumar Pani<br/><br/>5.1 Introduction 120<br/><br/>5.2 AI & ML Analysis in Health Systems 124<br/><br/>5.3 Healthcare Intellectual Approaches 127<br/><br/>5.4 Precision Approaches to Medicine 133<br/><br/>5.5 Methodology of AI, ML With Healthcare Examples 134<br/><br/>5.6 Big Analytic Data Tools 136<br/><br/>5.7 Discussion 141<br/><br/>5.8 Conclusion 142<br/><br/>6 Expert Systems in Behavioral and Mental Healthcare: Applications of AI in Decision-Making and Consultancy 147<br/>Shrikaant Kulkarni<br/><br/>6.1 Introduction 148<br/><br/>6.2 AI Methods 149<br/><br/>6.3 Turing Test 156<br/><br/>6.4 Barriers to Technologies 157<br/><br/>6.5 Advantages of AI for Behavioral & Mental Healthcare 157<br/><br/>6.6 Enhanced Self-Care & Access to Care 158<br/><br/>6.7 Other Considerations 160<br/><br/>6.8 Expert Systems in Mental & Behavioral Healthcare 161<br/><br/>6.9 Dynamical Approaches to Clinical AI and Expert Systems 165<br/><br/>6.10 Conclusion 173<br/><br/>6.11 Future Prospects 175<br/><br/>7 A Mathematical-Based Epidemic Model to Prevent and Control Outbreak of Corona Virus 2019 (COVID-19) 187<br/>Shanmuk Srinivas Amiripalli, Vishnu Vardhan Reddy Kollu, Ritika Prasad and Mukkamala S.N.V. Jitendra<br/><br/>7.1 Introduction 188<br/><br/>7.2 Related Work 189<br/><br/>7.3 Proposed Frameworks 190<br/><br/>7.4 Results and Discussion 194<br/><br/>7.5 Conclusion 201<br/><br/>8 An Access Authorization Mechanism for Electronic Health Records of Blockchain to Sheathe Fragile Information 205<br/>Sowjanya Naidu K. and Srinivasa L. Chakravarthy<br/><br/>8.1 Introduction 206<br/><br/>8.2 Related Work 212<br/><br/>8.3 Need for Blockchain in Healthcare 216<br/><br/>8.4 Proposed Frameworks 219<br/><br/>8.5 Use Cases 223<br/><br/>8.6 Discussions 229<br/><br/>8.7 Challenges and Limitations 231<br/><br/>8.8 Future Work 231<br/><br/>8.9 Conclusion 232<br/><br/>9 An Epidemic Graph's Modeling Application to the COVID-19 Outbreak 237<br/>Hemanta Kumar Bhuyan and Subhendu Kumar Pani<br/><br/>9.1 Introduction 237<br/><br/>9.2 Related Work 239<br/><br/>9.3 Theoretical Approaches 240<br/><br/>9.4 Frameworks 243<br/><br/>9.5 Evaluation of COVID-19 Outbreak 246<br/><br/>9.6 Conclusions and Future Works 250<br/><br/>10 Big Data and Data Mining in e-Health: Legal Issues and Challenges 257<br/>Amita Verma and Arpit Bansal<br/><br/>Object of Study 257<br/><br/>10.1 Introduction 258<br/><br/>10.2 Big Data and Data Mining in e-Health 260<br/><br/>10.3 Big Data and e-Health in India 262<br/><br/>10.4 Legal Issues Arising Out of Big Data and Data Mining in e-Health 263<br/><br/>10.5 Big Data and Issues of Privacy in e-Health 271<br/><br/>10.6 Conclusion and Suggestions 272<br/><br/>11 Basic Scientific and Clinical Applications 275<br/>Manna Sheela Rani Chetty and Kiran Babu C. V.<br/><br/>11.1 Introduction 275<br/><br/>11.2 Case Study-1: Continual Learning Using ML for Clinical pplications 283<br/><br/>11.3 Case Study-2 286<br/><br/>11.4 Case Study-3: ML Will Improve the Radiology Patient Experience 289<br/><br/>11.5 Case Study-4: Medical Imaging AI with Transition from Academic Research to Commercialization 292<br/><br/>11.6 Case Study-5: ML will Benefit All Medical Imaging 'ologies' 295<br/><br/>11.7 Case Study-6: Health Providers will Leverage Data Hubs to Unlock the Value of Their Data 298<br/><br/>11.8 Conclusion 300<br/><br/>12 Healthcare Branding Through Service Quality 305<br/>Saraju Prasad and Sunil Dhal<br/><br/>12.1 Introduction to Healthcare 305<br/><br/>12.2 Quality in Healthcare 307<br/><br/>12.3 Service Quality 311<br/><br/>12.4 Conclusion and Road Ahead 315<br/><br/>References 316<br/><br/>Index 321
520 ## - SUMMARY, ETC.
Summary, etc BIG DATA ANALYTICS AND MACHINE INTELLIGENCE IN BIOMEDICAL AND HEALTH INFORMATICS Provides coverage of developments and state-of-the-art methods in the broad and diversified data analytics field and applicable areas such as big data analytics, data mining, and machine intelligence in biomedical and health informatics. The novel applications of Big Data Analytics and machine intelligence in the biomedical and healthcare sector is an emerging field comprising computer science, medicine, biology, natural environmental engineering, and pattern recognition. Biomedical and health informatics is a new era that brings tremendous opportunities and challenges due to the plentifully available biomedical data and the aim is to ensure high-quality and efficient healthcare by analyzing the data. The 12 chapters in??Big Data Analytics and Machine Intelligence in Biomedical and Health Informatics??cover the latest advances and developments in health informatics, data mining, machine learning, and artificial intelligence. They have been organized with respect to the similarity of topics addressed, ranging from issues pertaining to the Internet of Things (IoT) for biomedical engineering and health informatics, computational intelligence for medical data processing, and Internet of Medical Things??(IoMT). New researchers and practitioners working in the field will benefit from reading the book as they can quickly ascertain the best performing methods and compare the different approaches. Audience Researchers and practitioners working in the fields of biomedicine, health informatics, big data analytics, Internet of Things, and machine learning.
545 0# - BIOGRAPHICAL OR HISTORICAL DATA
Biographical or historical note Dr.Sunil Dhal<br/><br/>Professor IT, Sri Sri University. Odisha, India<br/><br/> <br/><br/>Dr.Subhendu Kumar Pani<br/><br/>Principal<br/><br/>Krupajal Computer Academy, BPUT, India<br/><br/> <br/><br/> Dr.Srinivas Prasad<br/><br/>GITAM Institute of Technology, Visakhapatnam campus, India<br/><br/> <br/><br/> Dr. Sudhir Kumar Mohapatra<br/><br/>Addis Ababa Science and Technology University,<br/><br/>Addis Ababa, Ethiopia
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial intelligence.
Authority record control number http://id.loc.gov/authorities/subjects/sh85008180.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Big data.
Authority record control number http://id.loc.gov/authorities/subjects/sh2012003227.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Medical informatics.
Authority record control number http://id.loc.gov/authorities/subjects/sh89005069.
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Dhal, Sunil Kumar,
Relator term editor.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
International Standard Book Number 1119791731
-- 9781119791737
Record control number (OCoLC)1273337496.
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier https://onlinelibrary.wiley.com/doi/book/10.1002/9781119792376
863 ## - ENUMERATION AND CHRONOLOGY--BASIC BIBLIOGRAPHIC UNIT
First level of enumeration Link text Full text is available at Wiley Online Library Click here to view
942 ## - ADDED ENTRY ELEMENTS
Source of classification or shelving scheme
Item type EBOOK
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent Location Current Location Date acquired Full call number Date last seen Price effective from Item type
          COLLEGE LIBRARY COLLEGE LIBRARY 2024-09-10 610.285 B4805 2022 2024-09-10 2024-09-10 EBOOK