Machine Learning in Bio Signal Analysis and Diagnostic Imaging

Written By Nilanjan Dey
Machine Learning in Bio Signal Analysis and Diagnostic Imaging
  • Publsiher : Academic Press
  • Release : 30 November 2018
  • ISBN : 012816087X
  • Pages : 345 pages
  • Rating : 4/5 from 21 reviews
GET THIS BOOKMachine Learning in Bio Signal Analysis and Diagnostic Imaging


Read or download book entitled Machine Learning in Bio Signal Analysis and Diagnostic Imaging written by Nilanjan Dey which was release on 30 November 2018, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Machine Learning in Bio-Signal Analysis and Diagnostic Imaging presents original research on the advanced analysis and classification techniques of biomedical signals and images that cover both supervised and unsupervised machine learning models, standards, algorithms, and their applications, along with the difficulties and challenges faced by healthcare professionals in analyzing biomedical signals and diagnostic images. These intelligent recommender systems are designed based on machine learning, soft computing, computer vision, artificial intelligence and data mining techniques. Classification and clustering techniques, such as PCA, SVM, techniques, Naive Bayes, Neural Network, Decision trees, and Association Rule Mining are among the approaches presented. The design of high accuracy decision support systems assists and eases the job of healthcare practitioners and suits a variety of applications. Integrating Machine Learning (ML) technology with human visual psychometrics helps to meet the demands of radiologists in improving the efficiency and quality of diagnosis in dealing with unique and complex diseases in real time by reducing human errors and allowing fast and rigorous analysis. The book's target audience includes professors and students in biomedical engineering and medical schools, researchers and engineers. Examines a variety of machine learning techniques applied to bio-signal analysis and diagnostic imaging Discusses various methods of using intelligent systems based on machine learning, soft computing, computer vision, artificial intelligence and data mining Covers the most recent research on machine learning in imaging analysis and includes applications to a number of domains

Machine Learning in Bio Signal Analysis and Diagnostic Imaging

Machine Learning in Bio Signal Analysis and Diagnostic Imaging
  • Author : Nilanjan Dey,Surekha Borra,Amira S. Ashour,Fuqian Shi
  • Publisher : Academic Press
  • Release Date : 2018-11-30
  • Total pages : 345
  • ISBN : 012816087X
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Summary : Machine Learning in Bio-Signal Analysis and Diagnostic Imaging presents original research on the advanced analysis and classification techniques of biomedical signals and images that cover both supervised and unsupervised machine learning models, standards, algorithms, and their applications, along with the difficulties and challenges faced by healthcare professionals in analyzing biomedical ...

Biomedical Signal Processing and Artificial Intelligence in Healthcare

Biomedical Signal Processing and Artificial Intelligence in Healthcare
  • Author : Walid A. Zgallai
  • Publisher : Academic Press
  • Release Date : 2020-08-19
  • Total pages : 268
  • ISBN : 012816087X
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Summary : Biomedical Signal Processing with Artificial Intelligence, a new volume in the Developments in Biomedical Engineering and Bioelectronics series, covers the basics of analog and digital data and data acquisition. The book explains the role of smart sensors, smart materials and wearables in relation to biomedical signals. It also provides background ...

Signal Processing in Medicine and Biology

Signal Processing in Medicine and Biology
  • Author : Iyad Obeid,Ivan Selesnick,Joseph Picone
  • Publisher : Springer Nature
  • Release Date : 2020-03-16
  • Total pages : 281
  • ISBN : 012816087X
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Summary : This book covers emerging trends in signal processing research and biomedical engineering, exploring the ways in which signal processing plays a vital role in applications ranging from medical electronics to data mining of electronic medical records. Topics covered include statistical modeling of electroencephalograph data for predicting or detecting seizure, stroke, ...

Sensors for Health Monitoring

Sensors for Health Monitoring
  • Author : Nilanjan Dey,Jyotismita Chaki,Rajesh Kumar
  • Publisher : Academic Press
  • Release Date : 2019-09-09
  • Total pages : 322
  • ISBN : 012816087X
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Summary : Sensors for Health Monitoring discusses the characteristics of U-Healthcare systems in different domains, providing a foundation for working professionals and undergraduate and postgraduate students. The book provides information and advice on how to choose the best sensors for a U-Healthcare system, advises and guides readers on how to overcome challenges ...

Machine Learning and Medical Imaging

Machine Learning and Medical Imaging
  • Author : Guorong Wu,Dinggang Shen,Mert Sabuncu
  • Publisher : Academic Press
  • Release Date : 2016-08-11
  • Total pages : 512
  • ISBN : 012816087X
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Summary : Machine Learning and Medical Imaging presents state-of- the-art machine learning methods in medical image analysis. It first summarizes cutting-edge machine learning algorithms in medical imaging, including not only classical probabilistic modeling and learning methods, but also recent breakthroughs in deep learning, sparse representation/coding, and big data hashing. In the ...

Intelligent Decision Support Systems

Intelligent Decision Support Systems
  • Author : Surekha Borra,Nilanjan Dey,Siddhartha Bhattacharyya,Mohamed Salim Bouhlel
  • Publisher : Walter de Gruyter GmbH & Co KG
  • Release Date : 2019-10-21
  • Total pages : 193
  • ISBN : 012816087X
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Summary : Intelligent prediction and decision support systems are based on signal processing, computer vision (CV), machine learning (ML), software engineering (SE), knowledge based systems (KBS), data mining, artificial intelligence (AI) and include several systems developed from the study of expert systems (ES), genetic algorithms (GA), artificial neural networks (ANN) and fuzzy-logic ...

Signal Processing and Machine Learning for Biomedical Big Data

Signal Processing and Machine Learning for Biomedical Big Data
  • Author : Ervin Sejdic,Tiago H. Falk
  • Publisher : CRC Press
  • Release Date : 2018-07-04
  • Total pages : 606
  • ISBN : 012816087X
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Summary : This will be a comprehensive, multi-contributed reference work that will detail the latest research and developments in biomedical signal processing related to big data medical analysis. It will describe signal processing, machine learning, and parallel computing strategies to revolutionize the world of medical analytics and diagnosis as presented by world ...

Deep Learning for Data Analytics

Deep Learning for Data Analytics
  • Author : Himansu Das,Chittaranjan Pradhan,Nilanjan Dey
  • Publisher : Academic Press
  • Release Date : 2020-05-29
  • Total pages : 218
  • ISBN : 012816087X
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Summary : Deep learning, a branch of Artificial Intelligence and machine learning, has led to new approaches to solving problems in a variety of domains including data science, data analytics and biomedical engineering. Deep Learning for Data Analytics: Foundations, Biomedical Applications and Challenges provides readers with a focused approach for the design ...

Radical Solutions and Learning Analytics

Radical Solutions and Learning Analytics
  • Author : Daniel Burgos
  • Publisher : Springer Nature
  • Release Date : 2020-05-08
  • Total pages : 227
  • ISBN : 012816087X
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Summary : Learning Analytics become the key for Personalised Learning and Teaching thanks to the storage, categorisation and smart retrieval of Big Data. Thousands of user data can be tracked online via Learning Management Systems, instant messaging channels, social networks and other ways of communication. Always with the explicit authorisation from the ...

Intelligent Data Analytics for Decision Support Systems in Hazard Mitigation

Intelligent Data Analytics for Decision Support Systems in Hazard Mitigation
  • Author : Ravinesh C. Deo,Pijush Samui,Ozgur Kisi,Zaher Mundher Yaseen
  • Publisher : Springer Nature
  • Release Date : 2020-09-09
  • Total pages : 469
  • ISBN : 012816087X
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Summary : This book highlights cutting-edge applications of machine learning techniques for disaster management by monitoring, analyzing, and forecasting hydro-meteorological variables. Predictive modelling is a consolidated discipline used to forewarn the possibility of natural hazards. In this book, experts from numerical weather forecast, meteorology, hydrology, engineering, agriculture, economics, and disaster policy-making contribute ...

Handbook of Research on Advanced Techniques in Diagnostic Imaging and Biomedical Applications

Handbook of Research on Advanced Techniques in Diagnostic Imaging and Biomedical Applications
  • Author : Exarchos, Themis P.,Papadopoulos, Athanasios,Fotiadis, Dimitrios I.
  • Publisher : IGI Global
  • Release Date : 2009-04-30
  • Total pages : 598
  • ISBN : 012816087X
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Summary : "This book includes state-of-the-art methodologies that introduce biomedical imaging in decision support systems and their applications in clinical practice"--Provided by publisher....

AI and IoT Based Intelligent Automation in Robotics

AI and IoT Based Intelligent Automation in Robotics
  • Author : Ashutosh Kumar Dubey,Abhishek Kumar,S. Rakesh Kumar,N. Gayathri,Prasenjit Das
  • Publisher : John Wiley & Sons
  • Release Date : 2021-04-30
  • Total pages : 432
  • ISBN : 012816087X
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Summary : The 24 chapters in this book provides a deep overview of robotics and the application of AI and IoT in robotics. It contains the exploration of AI and IoT based intelligent automation in robotics. The various algorithms and frameworks for robotics based on AI and IoT are presented, analyzed, and discussed. ...

Healthcare Paradigms in the Internet of Things Ecosystem

Healthcare Paradigms in the Internet of Things Ecosystem
  • Author : Valentina Emilia Balas,Souvik Pal
  • Publisher : Academic Press
  • Release Date : 2020-11-07
  • Total pages : 410
  • ISBN : 012816087X
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Summary : Health Care Paradigms in the Internet of Things Ecosystem brings all IoT-enabled health care related technologies into a single platform so that undergraduate and postgraduate students, researchers, academicians and industry leaders can easily understand IoT-based healthcare systems. The book uses data and network engineering and intelligent decision support system-by-design principles ...

Data Protection and Privacy in Healthcare

Data Protection and Privacy in Healthcare
  • Author : Ahmed Elngar,Ambika Pawar,Prathamesh Churi
  • Publisher : CRC Press
  • Release Date : 2021-03-10
  • Total pages : 248
  • ISBN : 012816087X
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Summary : The Healthcare industry is one of the largest and rapidly developing industries. Over the last few years, healthcare management is changing from disease centered to patient centered. While on one side the analysis of healthcare data plays an important role in healthcare management, but on the other side the privacy ...

Innovation in Medicine and Healthcare

Innovation in Medicine and Healthcare
  • Author : Yen-Wei Chen,Satoshi Tanaka,Robert J. Howlett,Lakhmi C. Jain
  • Publisher : Springer Nature
  • Release Date : 2020-06-10
  • Total pages : 222
  • ISBN : 012816087X
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Summary : This book presents the proceedings of the KES International Conferences on Innovation in Medicine and Healthcare (KES-InMed-19), held in Split, Croatia, on June 17–19, 2020. Covering a number of key areas, including digital IT architecture in healthcare; advanced ICT for medicine and healthcare; biomedical engineering, trends, research and technologies; and healthcare support ...