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Data Mining in Clinical Medicine

Data Mining in Clinical Medicine
Author: Carlos Fernández Llatas
Publisher: Humana Press
Total Pages: 0
Release: 2014-11-24
Genre: Science
ISBN: 9781493919840

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This volume complies a set of Data Mining techniques and new applications in real biomedical scenarios. Chapters focus on innovative data mining techniques, biomedical datasets and streams analysis, and real applications. Written in the highly successful Methods in Molecular Biology series format, chapters are thought to show to Medical Doctors and Engineers the new trends and techniques that are being applied to Clinical Medicine with the arrival of new Information and Communication technologies Authoritative and practical, Data Mining in Clinical Medicine seeks to aid scientists with new approaches and trends in the field.


Data Mining and Medical Knowledge Management: Cases and Applications

Data Mining and Medical Knowledge Management: Cases and Applications
Author: Berka, Petr
Publisher: IGI Global
Total Pages: 464
Release: 2009-02-28
Genre: Computers
ISBN: 1605662194

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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.


Medical Data Mining and Knowledge Discovery

Medical Data Mining and Knowledge Discovery
Author: Krzysztof J. Cios
Publisher: Physica
Total Pages: 528
Release: 2001-01-12
Genre: Computers
ISBN:

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Modern medicine generates, almost daily, huge amounts of heterogeneous data. For example, medical data may contain SPECT images, signals like ECG, clinical information like temperature, cholesterol levels, etc., as well as the physician's interpretation. Those who deal with such data understand that there is a widening gap between data collection and data comprehension. Computerized techniques are needed to help humans address this problem. This volume is devoted to the relatively young and growing field of medical data mining and knowledge discovery. As more and more medical procedures employ imaging as a preferred diagnostic tool, there is a need to develop methods for efficient mining in databases of images. Other significant features are security and confidentiality concerns. Moreover, the physician's interpretation of images, signals, or other technical data, is written in unstructured English which is very difficult to mine. This book addresses all these specific features.


Data Mining in Clinical Medicine

Data Mining in Clinical Medicine
Author: Carlos Fernández-Llatas
Publisher: Humana
Total Pages: 0
Release: 2016-09-22
Genre: Science
ISBN: 9781493954742

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This volume complies a set of Data Mining techniques and new applications in real biomedical scenarios. Chapters focus on innovative data mining techniques, biomedical datasets and streams analysis, and real applications. Written in the highly successful Methods in Molecular Biology series format, chapters are thought to show to Medical Doctors and Engineers the new trends and techniques that are being applied to Clinical Medicine with the arrival of new Information and Communication technologies Authoritative and practical, Data Mining in Clinical Medicine seeks to aid scientists with new approaches and trends in the field.


Clinical Data-Mining in Practice-Based Research

Clinical Data-Mining in Practice-Based Research
Author: Irwin Epstein
Publisher: Routledge
Total Pages: 209
Release: 2001
Genre: Business & Economics
ISBN: 0789017083

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This groundbreaking book will show you how to use existing patient records to do original research so you can custom-tailor programs to fit the specific needs of your department. Clinical Data-Mining in Practice-Based Research draws from the experiences of members of the Mount Sinai Department of Social Work staff. By analyzing case data, these professionals were able to identify biopsychosocial factors that affected social-health outcomes, and therefore to assess, maintain, and improve the quality of social work services. The detailed discussions in this book will help you apply these techniques toward improving your own service.


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

Big Data Management and the Internet of Things for Improved Health Systems
Author: Mishra, Brojo Kishore
Publisher: IGI Global
Total Pages: 329
Release: 2018-01-19
Genre: Medical
ISBN: 1522552235

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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.


Clinical Data Mining for Physician Decision Making and Investigating Health Outcomes: Methods for Prediction and Analysis

Clinical Data Mining for Physician Decision Making and Investigating Health Outcomes: Methods for Prediction and Analysis
Author: Cerrito, Patricia
Publisher: IGI Global
Total Pages: 370
Release: 2010-06-30
Genre: Computers
ISBN: 1615209069

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"This book shows how the investigation of healthcare databases can be used to examine physician decisions to develop evidence-based treatment guidelines that optimize patient outcomes"--Provided by publisher.


Cases on Health Outcomes and Clinical Data Mining: Studies and Frameworks

Cases on Health Outcomes and Clinical Data Mining: Studies and Frameworks
Author: Cerrito, Patricia
Publisher: IGI Global
Total Pages: 464
Release: 2010-02-28
Genre: Computers
ISBN: 1615207244

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"Because so much data is now becoming readily available to investigate health outcomes, it is important to examine just how statistical models are used to do this. This book studies health outcomes research using data mining techniques"--Provided by publisher.


Artificial Intelligence and Data Mining in Healthcare

Artificial Intelligence and Data Mining in Healthcare
Author: Malek Masmoudi
Publisher:
Total Pages: 0
Release: 2021
Genre:
ISBN: 9783030452414

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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.


Diagnostic Applications of Health Intelligence and Surveillance Systems

Diagnostic Applications of Health Intelligence and Surveillance Systems
Author: Yadav, Divakar
Publisher: IGI Global
Total Pages: 332
Release: 2021-01-15
Genre: Medical
ISBN: 1799865282

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Health surveillance and intelligence play an important role in modern health systems as more data must be collected and analyzed. It is crucial that this data is interpreted and analyzed effectively and efficiently in order to assist with diagnoses and predictions. Diagnostic Applications of Health Intelligence and Surveillance Systems is an essential reference book that examines recent studies that are driving artificial intelligence in the health sector and helping practitioners to predict and diagnose diseases. Chapters within the book focus on health intelligence and how health surveillance data can be made useful and meaningful. Covering topics that include computational intelligence, data analytics, mobile health, and neural networks, this book is crucial for healthcare practitioners, IT specialists, academicians, researchers, and students.