Health Informatics A Computational Perspective In Healthcare
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Health Informatics A Computational Perspective In Healthcare
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Author : Ripon Patgiri
language : en
Publisher: Springer Nature
Release Date : 2021-01-30
Health Informatics A Computational Perspective In Healthcare written by Ripon Patgiri and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-01-30 with Technology & Engineering categories.
This book presents innovative research works to demonstrate the potential and the advancements of computing approaches to utilize healthcare centric and medical datasets in solving complex healthcare problems. Computing technique is one of the key technologies that are being currently used to perform medical diagnostics in the healthcare domain, thanks to the abundance of medical data being generated and collected. Nowadays, medical data is available in many different forms like MRI images, CT scan images, EHR data, test reports, histopathological data and doctor patient conversation data. This opens up huge opportunities for the application of computing techniques, to derive data-driven models that can be of very high utility, in terms of providing effective treatment to patients. Moreover, machine learning algorithms can uncover hidden patterns and relationships present in medical datasets, which are too complex to uncover, if a data-driven approach is not taken. With the help of computing systems, today, it is possible for researchers to predict an accurate medical diagnosis for new patients, using models built from previous patient data. Apart from automatic diagnostic tasks, computing techniques have also been applied in the process of drug discovery, by which a lot of time and money can be saved. Utilization of genomic data using various computing techniques is another emerging area, which may in fact be the key to fulfilling the dream of personalized medications. Medical prognostics is another area in which machine learning has shown great promise recently, where automatic prognostic models are being built that can predict the progress of the disease, as well as can suggest the potential treatment paths to get ahead of the disease progression.
Applied Smart Health Care Informatics
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Author : Sourav De
language : en
Publisher: John Wiley & Sons
Release Date : 2022-02-23
Applied Smart Health Care Informatics written by Sourav De and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-23 with Technology & Engineering categories.
Applied Smart Health Care Informatics Explores how intelligent systems offer new opportunities for optimizing the acquisition, storage, retrieval, and use of information in healthcare Applied Smart Health Care Informatics explores how health information technology and intelligent systems can be integrated and deployed to enhance healthcare management. Edited and authored by leading experts in the field, this timely volume introduces modern approaches for managing existing data in the healthcare sector by utilizing artificial intelligence (AI), meta-heuristic algorithms, deep learning, the Internet of Things (IoT), and other smart technologies. Detailed chapters review advances in areas including machine learning, computer vision, and soft computing techniques, and discuss various applications of healthcare management systems such as medical imaging, electronic medical records (EMR), and drug development assistance. Throughout the text, the authors propose new research directions and highlight the smart technologies that are central to establishing proactive health management, supporting enhanced coordination of care, and improving the overall quality of healthcare services. Provides an overview of different deep learning applications for intelligent healthcare informatics management Describes novel methodologies and emerging trends in artificial intelligence and computational intelligence and their relevance to health information engineering and management Proposes IoT solutions that disseminate essential medical information for intelligent healthcare management Discusses mobile-based healthcare management, content-based image retrieval, and computer-aided diagnosis using machine and deep learning techniques Examines the use of exploratory data analysis in intelligent healthcare informatics systems Applied Smart Health Care Informatics: A Computational Intelligence Perspective is an invaluable text for graduate students, postdoctoral researchers, academic lecturers, and industry professionals working in the area of healthcare and intelligent soft computing.
Introduction To Computational Health Informatics
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Author : Arvind Kumar Bansal
language : en
Publisher: CRC Press
Release Date : 2020-01-08
Introduction To Computational Health Informatics written by Arvind Kumar Bansal and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-01-08 with Medical categories.
This class-tested textbook is designed for a semester-long graduate or senior undergraduate course on Computational Health Informatics. The focus of the book is on computational techniques that are widely used in health data analysis and health informatics and it integrates computer science and clinical perspectives. This book prepares computer science students for careers in computational health informatics and medical data analysis. Features Integrates computer science and clinical perspectives Describes various statistical and artificial intelligence techniques, including machine learning techniques such as clustering of temporal data, regression analysis, neural networks, HMM, decision trees, SVM, and data mining, all of which are techniques used widely used in health-data analysis Describes computational techniques such as multidimensional and multimedia data representation and retrieval, ontology, patient-data deidentification, temporal data analysis, heterogeneous databases, medical image analysis and transmission, biosignal analysis, pervasive healthcare, automated text-analysis, health-vocabulary knowledgebases and medical information-exchange Includes bioinformatics and pharmacokinetics techniques and their applications to vaccine and drug development
Remote Patient Monitoring A Computational Perspective In Healthcare
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Author : Rishabha Malviya
language : en
Publisher: CRC Press
Release Date : 2023-11-13
Remote Patient Monitoring A Computational Perspective In Healthcare written by Rishabha Malviya and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-13 with Business & Economics categories.
This book provides a multidisciplinary overview of the design and implementation of systems for remote patient monitoring and healthcare. Readers are guided through the components of such a system and shown how they could be integrated into a coherent framework for deployment in practice. The book ends with a discussion of case studies to provide practical examples and design methods for remote healthcare systems with different needs. This book contains information that will be helpful to undergraduate and postgraduate students, academic and professional researchers, and individuals who employ computational intelligence. By presenting new models of care and support, AI in medicine is having an impact on the entire value chain of clinical practice and the patient care delivery system. This is especially evident in telemedicine breakthroughs, where applications of AI are utilized to assist, complement, or create new forms of remote healthcare. Through the use of communications technology, telemedicine enables medical professionals to examine, diagnose, and treat patients remotely. Now, the technology might also integrate online diagnostics, etc., to increase the effectiveness of the healthcare system and enhance patient outcomes. By enabling elderly people to live independently, technological advancements in fields like remote patient monitoring (RPM) systems can revolutionize senior care. Medical diagnosis will improve, and remote patient monitoring will become simpler thanks to artificial intelligence. The resistance of many patients and doctors to using the telemedicine idea for medical visits will probably be overcome by AI automation.
Computational Intelligence For Machine Learning And Healthcare Informatics
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Author : Rajshree Srivastava
language : en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date : 2020-06-22
Computational Intelligence For Machine Learning And Healthcare Informatics written by Rajshree Srivastava and has been published by Walter de Gruyter GmbH & Co KG this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-22 with Computers categories.
This book presents a variety of techniques designed to enhance and empower multi-disciplinary and multi-institutional machine learning research in healthcare informatics. It is intended to provide a unique compendium of current and emerging machine learning paradigms for healthcare informatics, reflecting the diversity, complexity, and depth and breadth of this multi-disciplinary area.
Research Perspectives On The Role Of Informatics In Health Policy And Management
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Author : El Morr, Christo
language : en
Publisher: IGI Global
Release Date : 2013-07-31
Research Perspectives On The Role Of Informatics In Health Policy And Management written by El Morr, Christo and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-07-31 with Medical categories.
Healthcare providers require timely and accurate information about their patients. As such, a great amount of effort and resources are spent to ensure that the right information is presented to the right people at the right time. Research Perspectives on the Role of Informatics in Health Policy and Management focuses on the advancements of Health Information Science in order to solve current and forthcoming problems in the health sector. Managers, policy makers, researchers, and Masters and PhD students in healthcare related fields will use this book to provide necessary insight on healthcare delivery and also to inspire new ideas and practices to effectively provide patients with the greatest quality care.
International Perspectives In Health Informatics
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Author : Elizabeth Borycki
language : en
Publisher: IOS Press
Release Date : 2011
International Perspectives In Health Informatics written by Elizabeth Borycki and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011 with Medical categories.
Health information systems are now widely used around the world to raise the quality of healthcare, reduce medical error rates and improve access to health information and services, and health informatics is now recognized as a separate and unique area of disciplinary study and professional practice. This book presents the proceedings of the 2011 Information Technology and Communications in Health (ITCH) conference, in Victoria, BC, Canada in February 2011. Health informatics issues are not unique to one country or one organization and with its theme of International Perspectives, this conference provides a unique opportunity to share the lessons learned by both developed and developing countries. Effective use of scarce healthcare resources, ensuring the long-term sustainability of healthcare systems and moving the science of health informatics forward are discussed, and the conference also addresses key issues at the intersection of technology and healthcare such as; privacy, ethics, patient safety, efficiency and effectiveness, which are common to healthcare providers worldwide. The improvement of healthcare systems which employ health informatics technology is dependent upon such international exchanges and solution-sharing, and this book will be of interest to all those involved in providing better healthcare worldwide.
Advanced Computational Intelligence In Healthcare 7
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Author : Ilias Maglogiannis
language : en
Publisher: Springer Nature
Release Date : 2020-03-23
Advanced Computational Intelligence In Healthcare 7 written by Ilias Maglogiannis and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-23 with Technology & Engineering categories.
This book presents state-of-the-art works and systematic reviews in the emerging field of computational intelligence (CI) in electronic health care. The respective chapters present surveys and practical examples of artificial intelligence applications in the areas of Human-Machine Interface (HMI) and affective computing, machine learning, big health data and visualization analytics, computer vision and medical image analysis. The book also addresses new and emerging topics in CI for health care such as the utilization of Social Media (SM) and the introduction of new intelligent paradigms in the security and privacy domains, which are critical for the health sector. The chapters, while of course not exhaustively addressing all the possible aspects of the aforementioned areas, are indicative of the dynamic nature of interdisciplinary research being pursued. Accordingly, the book is intended not only for researchers in the respective fields, but also for medical and administrative personnel working in the health sector, as well as managers and stakeholders responsible for making strategic decisions and defining public health policies.
Big Data Big Challenges A Healthcare Perspective
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Author : Mowafa Househ
language : en
Publisher: Springer
Release Date : 2019-02-26
Big Data Big Challenges A Healthcare Perspective written by Mowafa Househ and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-02-26 with Medical categories.
This is the first book to offer a comprehensive yet concise overview of the challenges and opportunities presented by the use of big data in healthcare. The respective chapters address a range of aspects: from health management to patient safety; from the human factor perspective to ethical and economic considerations, and many more. By providing a historical background on the use of big data, and critically analyzing current approaches together with issues and challenges related to their applications, the book not only sheds light on the problems entailed by big data, but also paves the way for possible solutions and future research directions. Accordingly, it offers an insightful reference guide for health information technology professionals, healthcare managers, healthcare practitioners, and patients alike, aiding them in their decision-making processes; and for students and researchers whose work involves data science-related research issues in healthcare.
Public Health Informatics
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Author : Sundeep Sahay
language : en
Publisher: Oxford University Press
Release Date : 2017-02-09
Public Health Informatics written by Sundeep Sahay and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-02-09 with Medical categories.
Over the last three decades enormous effort has gone into strengthening public health information systems (HIS). They are now a key element of health sector reform initiatives, but are growing in complexity. This is driven by the increasing diversity of technology platforms, increasing demands for information, the multitude of actors involved, and the need for data security and privacy. Initiatives like Universal Health Coverage and Prevention of Non-Communicable Diseases are expected to place further burdens on all health systems. However, they will pose particular challenges in resource-constrained settings, such as low- and middle-income countries (LMICs), where health systems have struggled to provide quality care. Public Health Informatics discusses the challenges that exist in the design, development, and implementation of HIS. Key problem areas, such as sub-adequate data and problems of inter-operability, are analysed in detail and the book looks at possible approaches to addressing these challenges in LMICs. Case studies critically appraise the experiences of countries and health programmes in the building of HISs, to determine the successes and failures of varying approaches. Finally, the book explores how future systems in developing countries can be shaped. The expert author team has two decades experience in over 30 LMICs, and includes researchers and practitioners from the fields of informatics, public health, and medicine. This uniquely comprehensive account of information systems in the public health setting will be of use to the wide range of people working in this broad cross-disciplinary field, from software developers to public health practitioners and researchers.