Process Mining in Healthcare

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Publisher : Springer
ISBN 13 : 3319160710
Total Pages : 91 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Process Mining in Healthcare by : Ronny S. Mans

Download or read book Process Mining in Healthcare written by Ronny S. Mans and published by Springer. This book was released on 2015-03-12 with total page 91 pages. Available in PDF, EPUB and Kindle. Book excerpt: What are the possibilities for process mining in hospitals? In this book the authors provide an answer to this question by presenting a healthcare reference model that outlines all the different classes of data that are potentially available for process mining in healthcare and the relationships between them. Subsequently, based on this reference model, they explain the application opportunities for process mining in this domain and discuss the various kinds of analyses that can be performed. They focus on organizational healthcare processes rather than medical treatment processes. The combination of event data and process mining techniques allows them to analyze the operational processes within a hospital based on facts, thus providing a solid basis for managing and improving processes within hospitals. To this end, they also explicitly elaborate on data quality issues that are relevant for the data aspects of the healthcare reference model. This book mainly targets advanced professionals involved in areas related to business process management, business intelligence, data mining, and business process redesign for healthcare systems as well as graduate students specializing in healthcare information systems and process analysis.

Interactive Process Mining in Healthcare

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Publisher : Springer Nature
ISBN 13 : 3030539938
Total Pages : 310 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Interactive Process Mining in Healthcare by : Carlos Fernandez-Llatas

Download or read book Interactive Process Mining in Healthcare written by Carlos Fernandez-Llatas and published by Springer Nature. This book was released on 2020-10-28 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a practically applicable guide to the methodologies and technologies for the application of interactive process mining paradigm. Case studies are presented where this paradigm has been successfully applied in emergency medicine, surgery processes, human behavior modelling, strokes and outpatients’ services, enabling the reader to develop a deep understanding of how to apply process mining technologies in healthcare to support them in inferring new knowledge from past actions, and providing accurate and personalized knowledge to improve their future clinical decision-making. Interactive Process Mining in Healthcare comprehensively covers how machine learning algorithms can be utilized to create real scientific evidence to improve daily healthcare protocols, and is a valuable resource for a variety of health professionals seeking to develop new methods to improve their clinical decision-making.

Process Mining in Action

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Publisher : Springer Nature
ISBN 13 : 3030401723
Total Pages : 207 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Process Mining in Action by : Lars Reinkemeyer

Download or read book Process Mining in Action written by Lars Reinkemeyer and published by Springer Nature. This book was released on 2020-03-14 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes process mining use cases and business impact along the value chain, from corporate to local applications, representing the state of the art in domain know-how. Providing a set of industrial case studies and best practices, it complements academic publications on the topic. Further the book reveals the challenges and failures in order to offer readers practical insights and guidance on how to avoid the pitfalls and ensure successful operational deployment. The book is divided into three parts: Part I provides an introduction to the topic from fundamental principles to key success factors, and an overview of operational use cases. As a holistic description of process mining in a business environment, this part is particularly useful for readers not yet familiar with the topic. Part II presents detailed use cases written by contributors from a variety of functions and industries. Lastly, Part III provides a brief overview of the future of process mining, both from academic and operational perspectives. Based on a solid academic foundation, process mining has received increasing interest from operational businesses, with many companies already reaping the benefits. As the first book to present an overview of successful industrial applications, it is of particular interest to professionals who want to learn more about the possibilities and opportunities this new technology offers. It is also a valuable resource for researchers looking for empirical results when considering requirements for enhancements and further developments.

Fundamentals of Clinical Data Science

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Publisher : Springer
ISBN 13 : 3319997130
Total Pages : 219 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Fundamentals of Clinical Data Science by : Pieter Kubben

Download or read book Fundamentals of Clinical Data Science written by Pieter Kubben and published by Springer. This book was released on 2018-12-21 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book comprehensively covers the fundamentals of clinical data science, focusing on data collection, modelling and clinical applications. Topics covered in the first section on data collection include: data sources, data at scale (big data), data stewardship (FAIR data) and related privacy concerns. Aspects of predictive modelling using techniques such as classification, regression or clustering, and prediction model validation will be covered in the second section. The third section covers aspects of (mobile) clinical decision support systems, operational excellence and value-based healthcare. Fundamentals of Clinical Data Science is an essential resource for healthcare professionals and IT consultants intending to develop and refine their skills in personalized medicine, using solutions based on large datasets from electronic health records or telemonitoring programmes. The book’s promise is “no math, no code”and will explain the topics in a style that is optimized for a healthcare audience.

Biomedical Engineering Systems and Technologies

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Publisher : Springer Science & Business Media
ISBN 13 : 3540922199
Total Pages : 551 pages
Book Rating : 4.5/5 (49 download)

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Book Synopsis Biomedical Engineering Systems and Technologies by : Ana Fred

Download or read book Biomedical Engineering Systems and Technologies written by Ana Fred and published by Springer Science & Business Media. This book was released on 2008-11-27 with total page 551 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains the best papers of the First International Joint Conference on B- medical Engineering Systems and Technologies (BIOSTEC 2008), organized by the Institute for Systems and Technologies of Information Control and Communication (INSTICC), technically co-sponsored by the IEEE Engineering in Medicine and Bi- ogy Society (EMB), ACM SIGART and the Workflow Management Coalition (WfMC), in cooperation with AAAI. The purpose of the International Joint Conference on Biomedical Engineering S- tems and Technologies is to bring together researchers and practitioners, including engineers, biologists, health professionals and informatics/computer scientists, int- ested in both theoretical advances and applications of information systems, artificial intelligence, signal processing, electronics and other engineering tools in knowledge areas related to biology and medicine. BIOSTEC is composed of three co-located conferences; each specializes in one of the aforementioned main knowledge areas, namely: • BIODEVICES (International Conference on Biomedical Electronics and - vices) focuses on aspects related to electronics and mechanical engineering, - pecially equipment and materials inspired from biological systems and/or - dressing biological requirements. Monitoring devices, instrumentation sensors and systems, biorobotics, micro-nanotechnologies and biomaterials are some of the technologies addressed at this conference.

Process Mining

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Publisher : Springer
ISBN 13 : 3662498510
Total Pages : 477 pages
Book Rating : 4.6/5 (624 download)

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Book Synopsis Process Mining by : Wil M. P. van der Aalst

Download or read book Process Mining written by Wil M. P. van der Aalst and published by Springer. This book was released on 2016-04-15 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the second edition of Wil van der Aalst’s seminal book on process mining, which now discusses the field also in the broader context of data science and big data approaches. It includes several additions and updates, e.g. on inductive mining techniques, the notion of alignments, a considerably expanded section on software tools and a completely new chapter of process mining in the large. It is self-contained, while at the same time covering the entire process-mining spectrum from process discovery to predictive analytics. After a general introduction to data science and process mining in Part I, Part II provides the basics of business process modeling and data mining necessary to understand the remainder of the book. Next, Part III focuses on process discovery as the most important process mining task, while Part IV moves beyond discovering the control flow of processes, highlighting conformance checking, and organizational and time perspectives. Part V offers a guide to successfully applying process mining in practice, including an introduction to the widely used open-source tool ProM and several commercial products. Lastly, Part VI takes a step back, reflecting on the material presented and the key open challenges. Overall, this book provides a comprehensive overview of the state of the art in process mining. It is intended for business process analysts, business consultants, process managers, graduate students, and BPM researchers.

ICT for an Inclusive World

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Publisher : Springer Nature
ISBN 13 : 3030342697
Total Pages : 597 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis ICT for an Inclusive World by : Youcef Baghdadi

Download or read book ICT for an Inclusive World written by Youcef Baghdadi and published by Springer Nature. This book was released on 2020-01-30 with total page 597 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses the impact of information and communication technologies (ICTs) on organizations and on society as a whole. Specifically, it examines how such technologies improve our life and work, making them more inclusive through smart enterprises. The book focuses on how actors understand Industry 4.0 as well as the potential of ICTs to support organizational and societal activities, and how they adopt and adapt these technologies to achieve their goals. Gathering papers from various areas of organizational strategy, such as new business models, competitive strategies and knowledge management, the book covers a number of topics, including how innovative technologies improve the life of the individuals, organizations, and societies; how social media can drive fundamental business changes, as their innovative nature allows for interactive communication between customers and businesses; and how developing countries can use these technologies in an innovative way. It also explores the impact of organizations on society through sustainable development and social responsibility, and how ICTs use social media networks in the process of value co-creation, addressing these issues from both private and public sector perspectives and on national and international levels, mainly in the context of technology innovations.

Data Science for Healthcare

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Publisher : Springer
ISBN 13 : 3030052494
Total Pages : 367 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Data Science for Healthcare by : Sergio Consoli

Download or read book Data Science for Healthcare written by Sergio Consoli and published by Springer. This book was released on 2019-02-23 with total page 367 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book seeks to promote the exploitation of data science in healthcare systems. The focus is on advancing the automated analytical methods used to extract new knowledge from data for healthcare applications. To do so, the book draws on several interrelated disciplines, including machine learning, big data analytics, statistics, pattern recognition, computer vision, and Semantic Web technologies, and focuses on their direct application to healthcare. Building on three tutorial-like chapters on data science in healthcare, the following eleven chapters highlight success stories on the application of data science in healthcare, where data science and artificial intelligence technologies have proven to be very promising. This book is primarily intended for data scientists involved in the healthcare or medical sector. By reading this book, they will gain essential insights into the modern data science technologies needed to advance innovation for both healthcare businesses and patients. A basic grasp of data science is recommended in order to fully benefit from this book.

Data Analytics in Medicine: Concepts, Methodologies, Tools, and Applications

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Publisher : IGI Global
ISBN 13 : 1799812057
Total Pages : 2071 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Data Analytics in Medicine: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

Download or read book Data Analytics in Medicine: Concepts, Methodologies, Tools, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2019-12-06 with total page 2071 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advancements in data science have created opportunities to sort, manage, and analyze large amounts of data more effectively and efficiently. Applying these new technologies to the healthcare industry, which has vast quantities of patient and medical data and is increasingly becoming more data-reliant, is crucial for refining medical practices and patient care. Data Analytics in Medicine: Concepts, Methodologies, Tools, and Applications is a vital reference source that examines practical applications of healthcare analytics for improved patient care, resource allocation, and medical performance, as well as for diagnosing, predicting, and identifying at-risk populations. Highlighting a range of topics such as data security and privacy, health informatics, and predictive analytics, this multi-volume book is ideally designed for doctors, hospital administrators, nurses, medical professionals, IT specialists, computer engineers, information technologists, biomedical engineers, data-processing specialists, healthcare practitioners, academicians, and researchers interested in current research on the connections between data analytics in the field of medicine.

Conformance Checking and Diagnosis in Process Mining

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Publisher : Springer
ISBN 13 : 3319494511
Total Pages : 202 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Conformance Checking and Diagnosis in Process Mining by : Jorge Munoz-Gama

Download or read book Conformance Checking and Diagnosis in Process Mining written by Jorge Munoz-Gama and published by Springer. This book was released on 2016-11-22 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: Process mining techniques can be used to discover, analyze and improve real processes, by extracting models from observed behavior. The aim of this book is conformance checking, one of the main areas of process mining. In conformance checking, existing process models are compared with actual observations of the process in order to assess their quality. Conformance checking techniques are a way to visualize the differences between assumed process represented in the model and the real process in the event log, pinpointing possible problems to address, and the business process management results that rely on these models. This book combines both application and research perspectives. It provides concrete use cases that illustrate the problems addressed by the techniques in the book, but at the same time, it contains complete conceptualization and formalization of the problem and the techniques, and through evaluations on the quality and the performance of the proposed techniques. Hence, this book brings the opportunity for business analysts willing to improve their organization processes, and also data scientists interested on the topic of process-oriented data science.

Business Process Management Workshops

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Publisher : Springer Nature
ISBN 13 : 303037453X
Total Pages : 766 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Business Process Management Workshops by : Chiara Di Francescomarino

Download or read book Business Process Management Workshops written by Chiara Di Francescomarino and published by Springer Nature. This book was released on 2020-01-03 with total page 766 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes revised papers from the twelve International Workshops held at the 17th International Conference on Business Process Management, BPM 2019, in Vienna, Austria, in September 2019: The third International Workshop on Artificial Intelligence for Business Process Management (AI4BPM) The third International Workshop on Business Processes Meet Internet-of-Things (BP-Meet-IoT) The 15th International Workshop on Business Process Intelligence (BPI) The first International Workshop on Business Process Management in the era of Digital Innovation and Transformation (BPMinDIT) The 12th International Workshop on Social and Human Aspects of Business Process Management (BPMS2) The 7th International Workshop on Declarative, Decision and Hybrid approaches to processes (DEC2H) The second International Workshop on Methods for Interpretation of Industrial Event Logs (MIEL) The first International Workshop on Process Management in Digital Production (PM-DiPro) The second International Workshop on Process-Oriented Data Science for Healthcare (PODS4H) The fourth International Workshop on Process Querying (PQ) The second International Workshop on Security and Privacy-enhanced Business Process Management (SPBP) The first International Workshop on the Value and Quality of Enterprise Modelling (VEnMo) Each of the workshops discussed research still in progress and focused on aspects of business process management, either a particular technical aspect or a particular application domain. These proceedings present the work that was discussed during the workshops.

Artificial Intelligence and Data Mining in Healthcare

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Publisher : Springer
ISBN 13 : 9783030452421
Total Pages : 195 pages
Book Rating : 4.4/5 (524 download)

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Book Synopsis Artificial Intelligence and Data Mining in Healthcare by : Malek Masmoudi

Download or read book Artificial Intelligence and Data Mining in Healthcare written by Malek Masmoudi and published by Springer. This book was released on 2022-02-09 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent work on healthcare management and engineering using artificial intelligence and data mining techniques. Specific topics covered in the contributed chapters include predictive mining, decision support, capacity management, patient flow optimization, image compression, data clustering, and feature selection. The content will be valuable for researchers and postgraduate students in computer science, information technology, industrial engineering, and applied mathematics.

Big Data Management and the Internet of Things for Improved Health Systems

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Publisher : IGI Global
ISBN 13 : 1522552235
Total Pages : 312 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Big Data Management and the Internet of Things for Improved Health Systems by : Mishra, Brojo Kishore

Download or read book Big Data Management and the Internet of Things for Improved Health Systems written by Mishra, Brojo Kishore and published by IGI Global. This book was released on 2018-01-19 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: Because of the increased access to high-speed Internet and smart phones, many patients have started to use mobile applications to manage various health needs. These devices and mobile apps are now increasingly used and integrated with telemedicine and telehealth via the medical Internet of Things (IoT). Big Data Management and the Internet of Things for Improved Health Systems is a critical scholarly resource that examines the digital transformation of healthcare. Featuring coverage on a broad range of topics, such as brain computer interface, data reduction techniques, and risk factors, this book is geared towards academicians, practitioners, researchers, and students seeking research on health and well-being data.

Data Mining and Medical Knowledge Management: Cases and Applications

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Publisher : IGI Global
ISBN 13 : 1605662194
Total Pages : 464 pages
Book Rating : 4.6/5 (56 download)

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Book Synopsis Data Mining and Medical Knowledge Management: Cases and Applications by : Berka, Petr

Download or read book Data Mining and Medical Knowledge Management: Cases and Applications written by Berka, Petr and published by IGI Global. This book was released on 2009-02-28 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: The healthcare industry produces a constant flow of data, creating a need for deep analysis of databases through data mining tools and techniques resulting in expanded medical research, diagnosis, and treatment. Data Mining and Medical Knowledge Management: Cases and Applications presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic data. A premier resource for those involved in data mining and medical knowledge management, this book tackles ethical issues related to cost-sensitive learning in medicine and produces theoretical contributions concerning general problems of data, information, knowledge, and ontologies.

Improving Patient Care

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Publisher : John Wiley & Sons
ISBN 13 : 111852599X
Total Pages : 525 pages
Book Rating : 4.1/5 (185 download)

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Book Synopsis Improving Patient Care by : Richard Grol

Download or read book Improving Patient Care written by Richard Grol and published by John Wiley & Sons. This book was released on 2013-03-18 with total page 525 pages. Available in PDF, EPUB and Kindle. Book excerpt: As innovations are constantly being developed within health care, it can be difficult both to select appropriate new practices and technologies and to successfully adopt them within complex organizations. It is necessary to understand the consequences of introducing change, how to best implement new procedures and techniques, how to evaluate success and to improve the quality of patient care. This comprehensive guide allows you to do just that. Improving Patient Care, 2nd edition provides a structure for professionals and change agents to implement better practices in health care. It helps health professionals, managers, policy makers and researchers to assess new techniques and select and implement change in their organizations. This new edition includes recent evidence and further coverage on patient safety and patient centred strategies for change. Written by an international expert author team, Improving Patient Care is an established standard text for postgraduate students of health policy, health services and health management. The strong author team are global professors involved in managing research and development in the field of quality improvement, evidence-based practice and guidelines, quality assessment and indicators to improve patient outcomes through receiving appropriate healthcare.

Artificial Intelligence in Healthcare

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Publisher : Academic Press
ISBN 13 : 0128184396
Total Pages : 385 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Artificial Intelligence in Healthcare by : Adam Bohr

Download or read book Artificial Intelligence in Healthcare written by Adam Bohr and published by Academic Press. This book was released on 2020-06-21 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. Highlights different data techniques in healthcare data analysis, including machine learning and data mining Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks Includes applications and case studies across all areas of AI in healthcare data

Digital Identity in the New Era of Personalized Medicine

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Publisher : IGI Global
ISBN 13 : 179988967X
Total Pages : 290 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Digital Identity in the New Era of Personalized Medicine by : Vasiliu-Feltes, Ingrid

Download or read book Digital Identity in the New Era of Personalized Medicine written by Vasiliu-Feltes, Ingrid and published by IGI Global. This book was released on 2022-11-18 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: Within the past decade, we have witnessed an increased adoption of emerging technologies as well as the exponential pace of scientific discoveries within all industries. The level of digital innovation and digital transformation experienced in healthcare and life sciences has been markedly accelerated by the COVID-19 pandemic. There is a new sense of urgency to design and develop a new global health ecosystem that is more suitable for the digital era and future generations. Deploying precision medicine solutions that can redefine the way we diagnose and treat disease, as well as shift the focus towards a customized human-centered approach, such as those offered by personalized medicine, can be a viable sustainable model. Digital Identity in the New Era of Personalized Medicine highlights the latest trends in precision medicine and the important role digital identity plays in upholding ethical values, safeguarding human rights, and practicing responsible personalized medicine. It provides an overview of the current healthcare legal and regulatory landscapes as well as some of the major challenges and opportunities we face in this digital, virtual, and precision medicine-powered era. Covering topics such as data-centric compliance, global health, and identity management, this book is an essential resource for doctors, healthcare administration, academicians, clinicians, health and bio-tech executives, researchers, medical professionals, medical engineers, medical students, and government officials looking for a resource that addresses challenges in healthcare including trust, privacy, data integrity, and ownership.