Handbook of Research on Applied Intelligence for Health and Clinical Informatics

Handbook of Research on Applied Intelligence for Health and Clinical Informatics
Author: Thakare, Anuradha Dheeraj
Publisher: IGI Global
Total Pages: 470
Release: 2021-10-22
Genre: Medical
ISBN: 1799877108

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Currently, informatics within the field of public health is a developing and growing industry. Clinical informatics are used in direct patient care by supplying medical practitioners with information that can be used to develop a care plan. Intelligent applications in clinical informatics facilitates with the technology-based solutions to analyze data or medical images and help clinicians to retrieve that information. Decision models aid with making complex decisions especially in uncertain situations. The Handbook of Research on Applied Intelligence for Health and Clinical Informatics is a comprehensive reference book that focuses on the study of resources and methods for the management of healthcare infrastructure and information. This book provides insights on how applied intelligence with deep learning, experiential learning, and more will impact healthcare and clinical information processing. The content explores the representation, processing, and communication of clinical information in natural and engineered systems. This book covers a range of topics including applied intelligence, medical imaging, telehealth, and decision support systems, and also looks at technologies and tools used in the detection and diagnosis of medical conditions such as cancers, diabetes, heart disease, lung disease, and prenatal syndromes. It is an essential reference source for diagnosticians, medical professionals, imaging specialists, data specialists, IT consultants, medical technologists, academicians, researchers, industrial experts, scientists, and students.

Handbook of Research on Informatics in Healthcare and Biomedicine

Handbook of Research on Informatics in Healthcare and Biomedicine
Author: Lazakidou, Athina A.
Publisher: IGI Global
Total Pages: 479
Release: 2006-06-30
Genre: Medical
ISBN: 1591409837

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Describes and analyzes recent breakthroughs in healthcare and biomedicine providing comprehensive coverage and definitions of important issues, concepts, new trends and advanced technologies.

Machine Learning Approaches and Applications in Applied Intelligence for Healthcare Data Analytics

Machine Learning Approaches and Applications in Applied Intelligence for Healthcare Data Analytics
Author: Abhishek Kumar
Publisher:
Total Pages:
Release: 2022
Genre: Medical informatics
ISBN: 9780367676346

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"In the last two decades, machine learning has been dramatically developed and is still experiencing a fast and ever-lasting change in paradigm, methodology, applications, and other aspects. This book offers a compendium of current and emerging machine learning paradigms in healthcare informatics and reflects on the diversity and complexity. Machine Learning Approaches and Applications Applied Intelligence for Healthcare Data Analytics presents a variety of techniques design to enhance and empower multi-disciplinary and multi-institutional machine learning research. It provides many case studies and a panoramic view of data and machine learning techniques providing the opportunity for novel insights and discoveries. The book explores the theory and practical applications in healthcare and includes a guided tour of machine learning algorithms, architecture design, along with interdisciplinary challenges. This book is useful to research scholars and students involved in critical condition analysis and computation models"--

Computational Intelligence and Healthcare Informatics

Computational Intelligence and Healthcare Informatics
Author: Om Prakash Jena
Publisher: John Wiley & Sons
Total Pages: 434
Release: 2021-10-19
Genre: Computers
ISBN: 1119818680

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COMPUTATIONAL INTELLIGENCE and HEALTHCARE INFORMATICS The book provides the state-of-the-art innovation, research, design, and implements methodological and algorithmic solutions to data processing problems, designing and analysing evolving trends in health informatics, intelligent disease prediction, and computer-aided diagnosis. Computational intelligence (CI) refers to the ability of computers to accomplish tasks that are normally completed by intelligent beings such as humans and animals. With the rapid advance of technology, artificial intelligence (AI) techniques are being effectively used in the fields of health to improve the efficiency of treatments, avoid the risk of false diagnoses, make therapeutic decisions, and predict the outcome in many clinical scenarios. Modern health treatments are faced with the challenge of acquiring, analyzing and applying the large amount of knowledge necessary to solve complex problems. Computational intelligence in healthcare mainly uses computer techniques to perform clinical diagnoses and suggest treatments. In the present scenario of computing, CI tools present adaptive mechanisms that permit the understanding of data in difficult and changing environments. The desired results of CI technologies profit medical fields by assembling patients with the same types of diseases or fitness problems so that healthcare facilities can provide effectual treatments. This book starts with the fundamentals of computer intelligence and the techniques and procedures associated with it. Contained in this book are state-of-the-art methods of computational intelligence and other allied techniques used in the healthcare system, as well as advances in different CI methods that will confront the problem of effective data analysis and storage faced by healthcare institutions. The objective of this book is to provide researchers with a platform encompassing state-of-the-art innovations; research and design; implementation of methodological and algorithmic solutions to data processing problems; and the design and analysis of evolving trends in health informatics, intelligent disease prediction and computer-aided diagnosis. Audience The book is of interest to artificial intelligence and biomedical scientists, researchers, engineers and students in various settings such as pharmaceutical & biotechnology companies, virtual assistants developing companies, medical imaging & diagnostics centers, wearable device designers, healthcare assistance robot manufacturers, precision medicine testers, hospital management, and researchers working in healthcare system.

Health Informatics: A Computational Perspective in Healthcare

Health Informatics: A Computational Perspective in Healthcare
Author: Ripon Patgiri
Publisher: Springer Nature
Total Pages: 384
Release: 2021-01-30
Genre: Technology & Engineering
ISBN: 9811597359

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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.

Applying Business Intelligence to Clinical and Healthcare Organizations

Applying Business Intelligence to Clinical and Healthcare Organizations
Author: Machado, José
Publisher: IGI Global
Total Pages: 374
Release: 2016-02-10
Genre: Computers
ISBN: 1466698837

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Business intelligence (BI) tools are capable of working with healthcare data in an efficient manner to generate real-time information and knowledge relevant to the success of healthcare organizations. Further, BI tools benefit healthcare professionals making critical decisions within hospitals, clinics, and physicians’ offices. Applying Business Intelligence to Clinical and Healthcare Organizations presents new solutions for data analysis within the healthcare sector in order to improve the quality of medical care and patient quality of life. Business intelligence models and techniques are explored and their benefits for the healthcare sector exposed in this timely research-based publication comprised of chapters written by professionals and researchers from around the world. Hospital administrators, healthcare professionals, biomedical engineers, informatics engineers, and students in graduate-level healthcare management programs will find this publication essential to their professional development and research needs.

Handbook of Research on Healthcare Standards, Policies, and Reform

Handbook of Research on Healthcare Standards, Policies, and Reform
Author: Comite, Ubaldo
Publisher: IGI Global
Total Pages: 408
Release: 2022-04-08
Genre: Medical
ISBN: 179988869X

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The healthcare industry has been the center of attention recently as it continues to have a major impact on private and public organizations, government institutions, and consumers. An increasing number of requests for healthcare has led to the implementation of new policies and reform proposals that are challenging as they can have a simultaneous impact on different categories of users. As many health, individual, and organizational activities continue to grow and are conducted in the general environment, new vulnerabilities have emerged that have led to the need to study the system from a different angle. The nature, source, and complexity of healthcare is not always clear, and many times health issues are underestimated. The Handbook of Research on Healthcare Standards, Policies, and Reform examines the complex issues, various problems, and innovative solutions that are linked to healthcare standards, policies, and reform. This comprehensive reference work provides important knowledge that impacts healthcare improvement from the perspective of multiple disciplines, adding innovation value to solving health issues. Covering topics such as health protection, psychological health, and healthcare technology, it is an essential resource for academicians, healthcare practitioners, researchers, healthcare scientists, professional bodies, professors and students of higher education, and policymakers.

Analyzing Explainable AI in Healthcare and the Pharmaceutical Industry

Analyzing Explainable AI in Healthcare and the Pharmaceutical Industry
Author: Grover, Veena
Publisher: IGI Global
Total Pages: 314
Release: 2024-06-05
Genre: Medical
ISBN:

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Healthcare and pharmaceuticals are rapidly advancing with technological innovations, and the lack of understanding of AI algorithms poses a significant challenge in these fields. The need for more transparency in AI decision-making processes raises concerns about accountability, ethical implications, and regulatory compliance. As stakeholders in these critical sectors seek clarity and understanding, Analyzing Explainable AI in Healthcare and the Pharmaceutical Industry provides a reliable resource to discover new solutions. This book serves as a comprehensive guide, unraveling the complexities of explainable artificial intelligence (XAI) and its pivotal role in transforming healthcare and pharmaceutical practices. Demystifying AI algorithms and revealing their decision-making mechanisms equips readers with the foundational knowledge needed to confidently navigate AI integration in these domains. From healthcare professionals to policymakers, its insights cater to a diverse audience, fostering cross-disciplinary collaboration and facilitating informed decision-making.

Perspectives and Considerations on Navigating the Mental Healthcare System

Perspectives and Considerations on Navigating the Mental Healthcare System
Author: Van Alstyne, Susan
Publisher: IGI Global
Total Pages: 294
Release: 2023-05-01
Genre: Medical
ISBN: 166845050X

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The world is in the midst of a mental health crisis. This combined with the complexities of health insurance regulations is putting our most vulnerable populations at risk. Further, mental health stigma influences people’s perceptions and makes it more difficult for vulnerable populations to get the help that they need. It is essential that there are sufficient resources in navigating complex mental healthcare systems. Perspectives and Considerations on Navigating the Mental Healthcare System provides recommendations about seeking mental healthcare in a complex system. It also raises awareness that many of those suffering need to overcome obstacles in seeking treatment. Covering topics such as mental health stigma, self-advocacy, and library support, this premier reference source is an excellent resource for caregivers, counselors, psychologists, therapists, community leaders, librarians, students and faculty of higher education, researchers, and academicians.

Handbook on Intelligent Healthcare Analytics

Handbook on Intelligent Healthcare Analytics
Author: A. Jaya
Publisher: John Wiley & Sons
Total Pages: 452
Release: 2022-06-01
Genre: Technology & Engineering
ISBN: 1119791790

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HANDBOOK OF INTELLIGENT HEALTHCARE ANALYTICS The book explores the various recent tools and techniques used for deriving knowledge from healthcare data analytics for researchers and practitioners. The power of healthcare data analytics is being increasingly used in the industry. Advanced analytics techniques are used against large data sets to uncover hidden patterns, unknown correlations, market trends, customer preferences, and other useful information. A Handbook on Intelligent Healthcare Analytics covers both the theory and application of the tools, techniques, and algorithms for use in big data in healthcare and clinical research. It provides the most recent research findings to derive knowledge using big data analytics, which helps to analyze huge amounts of real-time healthcare data, the analysis of which can provide further insights in terms of procedural, technical, medical, and other types of improvements in healthcare. In addition, the reader will find in this Handbook: Innovative hybrid machine learning and deep learning techniques applied in various healthcare data sets, as well as various kinds of machine learning algorithms existing such as supervised, unsupervised, semi-supervised, reinforcement learning, and guides how readers can implement the Python environment for machine learning; An exploration of predictive analytics in healthcare; The various challenges for smart healthcare, including privacy, confidentiality, authenticity, loss of information, attacks, etc., that create a new burden for providers to maintain compliance with healthcare data security. In addition, this book also explores various sources of personalized healthcare data and the commercial platforms for healthcare data analytics. Audience Healthcare professionals, researchers, and practitioners who wish to figure out the core concepts of smart healthcare applications and the innovative methods and technologies used in healthcare will all benefit from this book.