Geospatial Data Science in Healthcare for Society 5.0

Geospatial Data Science in Healthcare for Society 5.0
Author: Pradeep Kumar Garg
Publisher: Springer Nature
Total Pages: 321
Release: 2022-03-10
Genre: Computers
ISBN: 9811694761

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The book introduces a variety of latest techniques designed to represent, enhance, and empower multi-disciplinary approaches of geographic information system (GIS), artificial intelligence (AI), deep learning (DL), machine learning, and cloud computing research in healthcare. It provides a unique compendium of the current and emerging use of geospatial data for healthcare and reflects the diversity, complexity, and depth and breadth of this multi-disciplinary area. This book addresses various aspects of how smart healthcare devices can be used to detect and analyze diseases. Further, it describes various tools and techniques to evaluate the efficacy, suitability, and efficiency of geospatial data for health-related applications. It features illustrative case studies, including future applications and healthcare challenges. This book is beneficial for computer science and engineering students and researchers, medical professionals, and anyone interested in using geospatial data in healthcare. It is also intended for experts, offering them a valuable retrospective and a global vision for the future, as well as for non-experts who are curious to learn about this important subject. The book presents an effort to draw how we can build health-related applications using geospatial big data and their subsequent analysis.

Advances in Computational Intelligence for the Healthcare Industry 4.0

Advances in Computational Intelligence for the Healthcare Industry 4.0
Author: Shah, Imdad Ali
Publisher: IGI Global
Total Pages: 389
Release: 2024-04-26
Genre: Medical
ISBN:

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In the dynamic environment of healthcare, the fusion of Computational Intelligence and Healthcare Industry 4.0 has enabled remarkable advancements in disease detection and analysis. However, a critical challenge persists – the limitations of current computational intelligence approaches in dealing with small sample sizes. This setback hampers the performance of these innovative models, hindering their potential impact on medical applications. As we stand at the crossroads of technological innovation and healthcare evolution, the need for a solution becomes paramount. Advances in Computational Intelligence for the Healthcare Industry 4.0 is a comprehensive guide addressing the very heart of this challenge. Designed for academics, researchers, healthcare professionals, and stakeholders in Healthcare Industry 4.0, this book serves as a source of innovation. It not only illuminates the complexities of computational intelligence in healthcare but also provides a roadmap for overcoming the limitations posed by small sample sizes. From fundamental principles to innovative concepts, this book offers a holistic perspective, shaping the future of healthcare through the lens of computational intelligence and Healthcare Industry 4.0.

Health, Science, and Place

Health, Science, and Place
Author: Amy J. Blatt
Publisher: Springer
Total Pages: 134
Release: 2014-11-21
Genre: Science
ISBN: 3319120034

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The main focus of this monograph is synthesizing the importance of geographic approaches to public health and patient care. The chapters are organized into four themed sections: the role of geography in health care reform; the geographies of human health; geospatial data and technologies; and geography in medicine. It is a highly informative book, providing scientific insight for geographers with an interest in advanced geospatial applications and health research. The author is an international expert in geography, GIS, and public health, who co-edited a special issue on “Geospatial Applications in Disease Surveillance,” published in the International Journal of Applied Geospatial Research. "Health, Science, and Place is a well-intentioned overview of medical geography in the context of the ACA. Blatt does an excellent job synthesizing ecologic and geographic literatures with what we know about individual health, health care systems, and public health. ... this book fills a need in the field by offering a timely discussion of the ACA and medical geography." - Jennifer L. Moss, The AAG Review of Books, Vol. 4 (2), 2016 “Amy Blatt’s pioneering new book on geomedicine and its exciting capacity to promote health and minimize risk is a robust call for understanding the role of geography for everyone’s quality of life. In Health, Science, and Place: A New Mode, Dr. Blatt’s contributions can be summarized in three categories: comprehensive analysis, creative curating, and targeted innovations... Overall, Dr. Blatt’s Health, Science, and Place: A New Model is a pathbreaking book challenging all public health and health communication scholars and practitioners to explore vigorously the role of medical geography as a shining new bridge between geography and patient care.” - John C. Pollock, PhD, MPA, Professor of Health Communication and Human Rights, and Faculty Affiliate in Public Health, The College of New Jersey, Ewing, NJ

Geospatial Data Analytics and Urban Applications

Geospatial Data Analytics and Urban Applications
Author: Sandeep Narayan Kundu
Publisher: Springer Nature
Total Pages: 197
Release: 2022-01-03
Genre: Computers
ISBN: 9811676496

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This book highlights advanced applications of geospatial data analytics to address real-world issues in urban society. With a connected world, we are generating spatial at unprecedented rates which can be harnessed for insightful analytics which define the way we analyze past events and define the future directions. This book is an anthology of applications of spatial data and analytics performed on them for gaining insights which can be used for problem solving in an urban setting. Each chapter is contributed by spatially aware data scientists in the making who present spatial perspectives drawn on spatial big data. The book shall benefit mature researchers and student alike to discourse a variety of urban applications which display the use of machine learning algorithms on spatial big data for real-world problem solving.

Spatial Analysis, GIS and Remote Sensing

Spatial Analysis, GIS and Remote Sensing
Author: Donald P. Albert
Publisher: CRC Press
Total Pages: 240
Release: 2000-09-01
Genre: Technology & Engineering
ISBN: 0203305248

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This new book explores the rapidly expanding applications of spatial analysis, GIS and remote sensing in the health sciences, and medical geography.

Empowering Human Dynamics Research with Social Media and Geospatial Data Analytics

Empowering Human Dynamics Research with Social Media and Geospatial Data Analytics
Author: Atsushi Nara
Publisher: Springer Nature
Total Pages: 295
Release: 2021-09-20
Genre: Social Science
ISBN: 3030830101

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This book discusses theoretical backgrounds, techniques and methodologies, and applications of the current state-of-the-art human dynamics research utilizing social media and geospatial big data. It describes various forms of social media and big data with location information, theory development, data collection and management techniques, and analytical methodologies to conduct human dynamics research including geographic information systems (GIS), spatiotemporal data analytics, text mining and semantic analysis, machine learning, trajectory data analysis, and geovisualization. The book also covers applied interdisciplinary research examples ranging from disaster management, public health, urban geography, and spatiotemporal information diffusion. By providing theoretical foundations, solid empirical research backgrounds, techniques, and methodologies as well as application examples from diverse interdisciplinary fields, this book will be a valuable resource to students, researchers and practitioners who utilize or plan to employ social media and big data in their work.

Geographic Information, Geospatial Technologies and Spatial Data Science for Health

Geographic Information, Geospatial Technologies and Spatial Data Science for Health
Author: Justine Blanford
Publisher:
Total Pages: 0
Release: 2024
Genre: Geospatial data
ISBN: 9781032563572

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"Geographic information and geospatial technologies play an important role in understanding changes in planetary health and the defining the drivers contributing to different health outcomes both locally and globally. Patterns influencing health outcomes and disease in the environment are complex and require an understanding of the ecology of the disease and how these interact in space and time. Knowing where and when diseases are prevalent, who is affected and what may be driving these outcomes are important for determining how to respond. In reality, we all would like to be healthy and live in healthy places. In this book, epidemiology and public health are integrated with spatial data science to examine health issues in dynamically changing environments. This is too broad a field to be completely covered in one book and so it has been necessary to be selective with the topics, methods and examples used to avoid overwhelming introductory readers, while at the same time providing sufficient depth for geospatial experts interested in health, and for health professionals interested in integrating geospatial elements for health analysis. A variety of geographic information (some novel, some volunteered, some authoritative, some big and messy) are used with a mix of methods consisting of spatial analysis, data science, machine learning and spatial statistics to better understand health risks and disease outcomes"--

Spatial Health Inequalities

Spatial Health Inequalities
Author: Esra Ozdenerol
Publisher: CRC Press
Total Pages: 193
Release: 2016-08-05
Genre: Medical
ISBN: 1315354594

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The neighborhoods and the biophysical, political, and cultural environments all play a key role in affecting health outcomes of individuals. Unequal spatial distribution of resources such as clinics, hospitals, public transportation, fresh food markets, and schools could make some communities as a whole more vulnerable and less resilient to adverse health effects. This somber reality suggests that it is rather the question of "who you are depends upon where you are" and the fact that health inequality is both a people and a place concern. That is why health inequality needs to be investigated in a spatial setting to deepen our understanding of why and how some geographical areas experience poorer health than others. This book introduces how spatial context shapes health inequalities. Spatial Health Inequalities: Adapting GIS Tools and Data Analysis demonstrates the spatial health inequalities in six most important topics in environmental and public health, including food insecurity, birth health outcomes, infectious diseases, children’s lead poisoning, chronic diseases, and health care access. These are the topics that the author has done extensive research on and provides a detailed description of the topic from a global perspective. Each chapter identifies relevant data and data sources, discusses key literature on appropriate techniques, and then illustrates with real data with mapping and GIS techniques. This is a unique book for students, geographers, clinicians, health and research professionals and community members interested in applying GIS and spatial analysis to the study of health inequalities.

Emerging Trends, Techniques, and Applications in Geospatial Data Science

Emerging Trends, Techniques, and Applications in Geospatial Data Science
Author: Gaur, Loveleen
Publisher: IGI Global
Total Pages: 324
Release: 2023-04-24
Genre: Technology & Engineering
ISBN: 1668473216

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With the emergence of smart technology and automated systems in today’s world, big data is being incorporated into many applications. Trends in data can be detected and objects can be tracked based on the real-time data that is utilized in everyday life. These connected sensor devices and objects will provide a large amount of data that is to be analyzed quickly, as it can accelerate the transformation of smart technology. The accuracy of prediction of artificial intelligence (AI) systems is drastically increasing by using machine learning and other probability and statistical approaches. Big data and geospatial data help to solve complex issues and play a vital role in future applications. Emerging Trends, Techniques, and Applications in Geospatial Data Science provides an overview of the basic concepts of data science, related tools and technologies, and algorithms for managing the relevant challenges in real-time application domains. The book covers a detailed description for readers with practical ideas using AI, the internet of things (IoT), and machine learning to deal with the analysis, modeling, and predictions from big data. Covering topics such as field spectra, high-resolution sensing imagery, and spatiotemporal data engineering, this premier reference source is an excellent resource for data scientists, computer and IT professionals, managers, mathematicians and statisticians, health professionals, technology developers, students and educators of higher education, librarians, researchers, and academicians.

Advances in Geospatial Data Science

Advances in Geospatial Data Science
Author: Rodrigo Tapia-McClung
Publisher: Springer Nature
Total Pages: 205
Release: 2022-05-17
Genre: Computers
ISBN: 3030980960

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This book presents a selection of manuscripts submitted to the 2nd International Conference on Geospatial Information Sciences 2021, a virtual conference held on November 3-5, 2021. These papers were selected by the Scientific Program Committee of the Conference after a rigorous peer-review process. They represent the vast scope of the interdisciplinary research areas that characterize the Geospatial Information Sciences that is done in the discipline. It especially represents a fabulous opportunity to showcase research carried out by young Mexican researchers and showcase it to the rest of the world and enhance the growth of the sciences in the country while, at the same time, enforces them to level up with other research at the international level.