Clinical Data Mining in an Allied Health Organisation

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Publisher : Sydney University Press
ISBN 13 : 1743320736
Total Pages : 276 pages
Book Rating : 4.7/5 (433 download)

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Book Synopsis Clinical Data Mining in an Allied Health Organisation by : Roslyn Giles

Download or read book Clinical Data Mining in an Allied Health Organisation written by Roslyn Giles and published by Sydney University Press. This book was released on 2018-08-30 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: Clinical Data Mining in an Allied Health Organisation: A Real World Experience shows how data-mining methodology can be used to promote quality management and research, reflecting on the ways in which this approach transforms practice by encouraging practitioner and organisational learning, client-focused service improvement and professional role satisfaction.

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.

Intelligent Multidimensional Data Clustering and Analysis

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Publisher : IGI Global
ISBN 13 : 1522517774
Total Pages : 450 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Intelligent Multidimensional Data Clustering and Analysis by : Bhattacharyya, Siddhartha

Download or read book Intelligent Multidimensional Data Clustering and Analysis written by Bhattacharyya, Siddhartha and published by IGI Global. This book was released on 2016-11-29 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data mining analysis techniques have undergone significant developments in recent years. This has led to improved uses throughout numerous functions and applications. Intelligent Multidimensional Data Clustering and Analysis is an authoritative reference source for the latest scholarly research on the advantages and challenges presented by the use of cluster analysis techniques. Highlighting theoretical foundations, computing paradigms, and real-world applications, this book is ideally designed for researchers, practitioners, upper-level students, and professionals interested in the latest developments in cluster analysis for large data sets.

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

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Publisher : IGI Global
ISBN 13 : 1615207244
Total Pages : 464 pages
Book Rating : 4.6/5 (152 download)

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Book Synopsis Cases on Health Outcomes and Clinical Data Mining: Studies and Frameworks by : Cerrito, Patricia

Download or read book Cases on Health Outcomes and Clinical Data Mining: Studies and Frameworks written by Cerrito, Patricia and published by IGI Global. This book was released on 2010-02-28 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: "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.

Clinical Data-Mining in Practice-Based Research

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Publisher : Routledge
ISBN 13 : 0789017083
Total Pages : 209 pages
Book Rating : 4.7/5 (89 download)

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Book Synopsis Clinical Data-Mining in Practice-Based Research by : Irwin Epstein

Download or read book Clinical Data-Mining in Practice-Based Research written by Irwin Epstein and published by Routledge. This book was released on 2001 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

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

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Publisher : IGI Global
ISBN 13 : 1615209069
Total Pages : 370 pages
Book Rating : 4.6/5 (152 download)

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Book Synopsis Clinical Data Mining for Physician Decision Making and Investigating Health Outcomes: Methods for Prediction and Analysis by : Cerrito, Patricia

Download or read book Clinical Data Mining for Physician Decision Making and Investigating Health Outcomes: Methods for Prediction and Analysis written by Cerrito, Patricia and published by IGI Global. This book was released on 2010-06-30 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: "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.

Data Mining and Analytics in Healthcare Management

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Publisher : Springer Nature
ISBN 13 : 3031281136
Total Pages : 195 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Data Mining and Analytics in Healthcare Management by : David L. Olson

Download or read book Data Mining and Analytics in Healthcare Management written by David L. Olson and published by Springer Nature. This book was released on 2023-04-20 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents data mining methods in the field of healthcare management in a practical way. Healthcare quality and disease prevention are essential in today’s world. Healthcare management faces a number of challenges, e.g. reducing patient growth through disease prevention, stopping or slowing disease progression, and reducing healthcare costs while improving quality of care. The book provides an overview of current healthcare management problems and highlights how analytics and knowledge management have been used to better cope with them. It then demonstrates how to use descriptive and predictive analytics tools to help address these challenges. In closing, it presents applications of software solutions in the context of healthcare management. Given its scope, the book will appeal to a broad readership, from researchers and students in the operations research and management field to practitioners such as data analysts and decision-makers who work in the healthcare sector.

Clinical Data as the Basic Staple of Health Learning

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Publisher : National Academies Press
ISBN 13 : 0309120608
Total Pages : 338 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Clinical Data as the Basic Staple of Health Learning by : Institute of Medicine

Download or read book Clinical Data as the Basic Staple of Health Learning written by Institute of Medicine and published by National Academies Press. This book was released on 2011-01-14 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: Successful development of clinical data as an engine for knowledge generation has the potential to transform health and health care in America. As part of its Learning Health System Series, the Roundtable on Value & Science-Driven Health Care hosted a workshop to discuss expanding the access to and use of clinical data as a foundation for care improvement.

Healthcare Data Analytics

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Publisher : CRC Press
ISBN 13 : 148223212X
Total Pages : 756 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Healthcare Data Analytics by : Chandan K. Reddy

Download or read book Healthcare Data Analytics written by Chandan K. Reddy and published by CRC Press. This book was released on 2015-06-23 with total page 756 pages. Available in PDF, EPUB and Kindle. Book excerpt: At the intersection of computer science and healthcare, data analytics has emerged as a promising tool for solving problems across many healthcare-related disciplines. Supplying a comprehensive overview of recent healthcare analytics research, Healthcare Data Analytics provides a clear understanding of the analytical techniques currently available

Clinical Data-Mining

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Publisher : Oxford University Press
ISBN 13 : 9780199714858
Total Pages : 240 pages
Book Rating : 4.7/5 (148 download)

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Book Synopsis Clinical Data-Mining by : Irwin Epstein

Download or read book Clinical Data-Mining written by Irwin Epstein and published by Oxford University Press. This book was released on 2009-11-02 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Clinical Data-Mining (CDM) involves the conceptualization, extraction, analysis, and interpretation of available clinical data for practice knowledge-building, clinical decision-making and practitioner reflection. Depending upon the type of data mined, CDM can be qualitative or quantitative; it is generally retrospective, but may be meaningfully combined with original data collection. Any research method that relies on the contents of case records or information systems data inevitably has limitations, but with proper safeguards these can be minimized. Among CDM's strengths however, are that it is unobtrusive, inexpensive, presents little risk to research subjects, and is ethically compatible with practitioner value commitments. When conducted by practitioners, CDM yields conceptual as well as data-driven insight into their own practice- and program-generated questions. This pocket guide, from a seasoned practice-based researcher, covers all the basics of conducting practitioner-initiated CDM studies or CDM doctoral dissertations, drawing extensively on published CDM studies and completed CDM dissertations from multiple social work settings in the United States, Australia, Israel, Hong Kong and the United Kingdom. In addition, it describes consulting principles for researchers interested in forging collaborative university-agency CDM partnerships, making it a practical tool for novice practitioner-researchers and veteran academic-researchers alike. As such, this book is an exceptional guide both for professionals conducting practice-based research as well as for social work faculty seeking an evidence-informed approach to practice-research integration.

Biological Data Mining and Its Applications in Healthcare

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Publisher : World Scientific
ISBN 13 : 9814551023
Total Pages : 436 pages
Book Rating : 4.8/5 (145 download)

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Book Synopsis Biological Data Mining and Its Applications in Healthcare by : Xiaoli Li

Download or read book Biological Data Mining and Its Applications in Healthcare written by Xiaoli Li and published by World Scientific. This book was released on 2013-11-28 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: Biologists are stepping up their efforts in understanding the biological processes that underlie disease pathways in the clinical contexts. This has resulted in a flood of biological and clinical data from genomic and protein sequences, DNA microarrays, protein interactions, biomedical images, to disease pathways and electronic health records. To exploit these data for discovering new knowledge that can be translated into clinical applications, there are fundamental data analysis difficulties that have to be overcome. Practical issues such as handling noisy and incomplete data, processing compute-intensive tasks, and integrating various data sources, are new challenges faced by biologists in the post-genome era. This book will cover the fundamentals of state-of-the-art data mining techniques which have been designed to handle such challenging data analysis problems, and demonstrate with real applications how biologists and clinical scientists can employ data mining to enable them to make meaningful observations and discoveries from a wide array of heterogeneous data from molecular biology to pharmaceutical and clinical domains. Contents:Sequence Analysis:Mining the Sequence Databases for Homology Detection: Application to Recognition of Functions of Trypanosoma brucei brucei Proteins and Drug Targets (G Ramakrishnan, V S Gowri, R Mudgal, N R Chandra and N Srinivasan)Identification of Genes and Their Regulatory Regions Based on Multiple Physical and Structural Properties of a DNA Sequence (Xi Yang, Nancy Yu Song and Hong Yan)Mining Genomic Sequence Data for Related Sequences Using Pairwise Statistical Significance (Yuhong Zhang and Yunbo Rao)Biological Network Mining:Indexing for Similarity Queries on Biological Networks (Günhan Gülsoy, Md Mahmudul Hasan, Yusuf Kavurucu and Tamer Kahveci)Theory and Method of Completion for a Boolean Regulatory Network Using Observed Data (Takeyuki Tamura and Tatsuya Akutsu)Mining Frequent Subgraph Patterns for Classifying Biological Data (Saeed Salem)On the Integration of Prior Knowledge in the Inference of Regulatory Networks (Catharina Olsen, Benjamin Haibe-Kains, John Quackenbush and Gianluca Bontempi)Classification, Trend Analysis and 3D Medical Images:Classification and Its Application to Drug-Target Prediction (Jian-Ping Mei, Chee-Keong Kwoh, Peng Yang and Xiao-Li Li)Characterization and Prediction of Human Protein-Protein Interactions (Yi Xiong, Dan Syzmanski and Daisuke Kihara)Trend Analysis (Wen-Chuan Xie, Miao He and Jake Yue Chen)Data Acquisition and Preprocessing on Three Dimensional Medical Images (Yuhua Jiao, Liang Chen and Jin Chen)Text Mining and Its Biomedical Applications:Text Mining in Biomedicine and Healthcare (Hong-Jie Dai, Chi-Yang Wu, Richard Tzong-Han Tsai and Wen-Lian Hsu)Learning to Rank Biomedical Documents with Only Positive and Unlabeled Examples: A Case Study (Mingzhu Zhu, Yi-Fang Brook Wu, Meghana Samir Vasavada and Jason T L Wang)Automated Mining of Disease-Specific Protein Interaction Networks Based on Biomedical Literature (Rajesh Chowdhary, Boris R Jankovic, Rachel V Stankowski, John A C Archer, Xiangliang Zhang, Xin Gao, Vladimir B Bajic) Readership: Students, professionals, those who perform biological, medical and bioinformatics research. Keywords:Healthcare;Data Mining;Biological Data Mining;Protein Interactions;Gene Regulation;Text Mining;Biological Literature Mining;Drug Discovery;Disease Network;Biological Network;Graph Mining;Sequence Analysis;Structure Analysis;Trend Analysis;Medical ImagesKey Features:Each chapter of this book will include a section to introduce a specific class of data mining techniques, which will be written in a tutorial style so that even non-computational readers such as biologists and healthcare researchers can appreciate themThe book will disseminate the impact research results and best practices of data mining approaches to the cross-disciplinary researchers and practitioners from both the data mining disciplines and the life sciences domains. The authors of the book will be well-known data mining experts, bioinformaticians and cliniciansEach chapter will also provide a detailed description on how to apply the data mining techniques in real-world biological and clinical applications. Thus, readers of this book can easily appreciate the computational techniques and how they can be used to address their own research issues

Big Data and Health Analytics

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Publisher : CRC Press
ISBN 13 : 1482229250
Total Pages : 374 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Big Data and Health Analytics by : Katherine Marconi

Download or read book Big Data and Health Analytics written by Katherine Marconi and published by CRC Press. This book was released on 2014-12-20 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides frameworks, use cases, and examples that illustrate the role of big data and analytics in modern health care, including how public health information can inform health delivery. Written for health care professionals and executives, this book presents the current thinking of academic and industry researchers and leaders from around the world. Using non-technical language, it includes case studies that illustrate the business processes that underlie the use of big data and health analytics to improve health care delivery.

Actionable Intelligence in Healthcare

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Publisher : CRC Press
ISBN 13 : 1351803670
Total Pages : 279 pages
Book Rating : 4.3/5 (518 download)

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Book Synopsis Actionable Intelligence in Healthcare by : Jay Liebowitz

Download or read book Actionable Intelligence in Healthcare written by Jay Liebowitz and published by CRC Press. This book was released on 2017-04-07 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book shows healthcare professionals how to turn data points into meaningful knowledge upon which they can take effective action. Actionable intelligence can take many forms, from informing health policymakers on effective strategies for the population to providing direct and predictive insights on patients to healthcare providers so they can achieve positive outcomes. It can assist those performing clinical research where relevant statistical methods are applied to both identify the efficacy of treatments and improve clinical trial design. It also benefits healthcare data standards groups through which pertinent data governance policies are implemented to ensure quality data are obtained, measured, and evaluated for the benefit of all involved. Although the obvious constant thread among all of these important healthcare use cases of actionable intelligence is the data at hand, such data in and of itself merely represents one element of the full structure of healthcare data analytics. This book examines the structure for turning data into actionable knowledge and discusses: The importance of establishing research questions Data collection policies and data governance Principle-centered data analytics to transform data into information Understanding the "why" of classified causes and effects Narratives and visualizations to inform all interested parties Actionable Intelligence in Healthcare is an important examination of how proper healthcare-related questions should be formulated, how relevant data must be transformed to associated information, and how the processing of information relates to knowledge. It indicates to clinicians and researchers why this relative knowledge is meaningful and how best to apply such newfound understanding for the betterment of all.

Data Mining Healthcare and Clinical Databases

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Publisher : Lulu.com
ISBN 13 : 0557565766
Total Pages : 483 pages
Book Rating : 4.5/5 (575 download)

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Book Synopsis Data Mining Healthcare and Clinical Databases by : Patricia Cerrito

Download or read book Data Mining Healthcare and Clinical Databases written by Patricia Cerrito and published by Lulu.com. This book was released on 2010-07-18 with total page 483 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text will demonstrate the different data mining techniques and how they can be used to investigate patient records and public health records with the dual objective of decreasing costs while improving the quality of care. In this chapter, we give a basic introduction to the data mining process (section 3). We also give basic information concerning the datasets that we will be using to demonstrate the techniques (section 2). In subsequent chapters, we will examine specific questions to demonstrate how the various data mining techniques can be used to investigate the electronic medical record, billing data, and other healthcare databases to satisfy our objectives.

Demystifying Big Data and Machine Learning for Healthcare

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Publisher : CRC Press
ISBN 13 : 1315389304
Total Pages : 233 pages
Book Rating : 4.3/5 (153 download)

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Book Synopsis Demystifying Big Data and Machine Learning for Healthcare by : Prashant Natarajan

Download or read book Demystifying Big Data and Machine Learning for Healthcare written by Prashant Natarajan and published by CRC Press. This book was released on 2017-02-15 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: Healthcare transformation requires us to continually look at new and better ways to manage insights – both within and outside the organization today. Increasingly, the ability to glean and operationalize new insights efficiently as a byproduct of an organization’s day-to-day operations is becoming vital to hospitals and health systems ability to survive and prosper. One of the long-standing challenges in healthcare informatics has been the ability to deal with the sheer variety and volume of disparate healthcare data and the increasing need to derive veracity and value out of it. Demystifying Big Data and Machine Learning for Healthcare investigates how healthcare organizations can leverage this tapestry of big data to discover new business value, use cases, and knowledge as well as how big data can be woven into pre-existing business intelligence and analytics efforts. This book focuses on teaching you how to: Develop skills needed to identify and demolish big-data myths Become an expert in separating hype from reality Understand the V’s that matter in healthcare and why Harmonize the 4 C’s across little and big data Choose data fi delity over data quality Learn how to apply the NRF Framework Master applied machine learning for healthcare Conduct a guided tour of learning algorithms Recognize and be prepared for the future of artificial intelligence in healthcare via best practices, feedback loops, and contextually intelligent agents (CIAs) The variety of data in healthcare spans multiple business workflows, formats (structured, un-, and semi-structured), integration at point of care/need, and integration with existing knowledge. In order to deal with these realities, the authors propose new approaches to creating a knowledge-driven learning organization-based on new and existing strategies, methods and technologies. This book will address the long-standing challenges in healthcare informatics and provide pragmatic recommendations on how to deal with them.

Data Mining in Medical and Biological Research

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Publisher : BoD – Books on Demand
ISBN 13 : 9537619303
Total Pages : 334 pages
Book Rating : 4.5/5 (376 download)

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Book Synopsis Data Mining in Medical and Biological Research by : Eugenia Giannopoulou

Download or read book Data Mining in Medical and Biological Research written by Eugenia Giannopoulou and published by BoD – Books on Demand. This book was released on 2008-11-01 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book intends to bring together the most recent advances and applications of data mining research in the promising areas of medicine and biology from around the world. It consists of seventeen chapters, twelve related to medical research and five focused on the biological domain, which describe interesting applications, motivating progress and worthwhile results. We hope that the readers will benefit from this book and consider it as an excellent way to keep pace with the vast and diverse advances of new research efforts.

Data Mining and Medical Knowledge Management

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Author :
Publisher : IGI Global Snippet
ISBN 13 : 9781605662183
Total Pages : 440 pages
Book Rating : 4.6/5 (621 download)

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

Download or read book Data Mining and Medical Knowledge Management written by Petr Berka and published by IGI Global Snippet. This book was released on 2009 with total page 440 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.