Techniques In Bioinformatics And Medical Informatics

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Methods in Biomedical Informatics

Author : Indra Neil Sarkar
Publisher : Academic Press
ISBN 13 : 0124016847
Total Pages : 589 pages
Book Rating : 4.1/5 (24 download)

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Book Synopsis Methods in Biomedical Informatics by : Indra Neil Sarkar

Download or read book Methods in Biomedical Informatics written by Indra Neil Sarkar and published by Academic Press. This book was released on 2013-09-03 with total page 589 pages. Available in PDF, EPUB and Kindle. Book excerpt: Beginning with a survey of fundamental concepts associated with data integration, knowledge representation, and hypothesis generation from heterogeneous data sets, Methods in Biomedical Informatics provides a practical survey of methodologies used in biological, clinical, and public health contexts. These concepts provide the foundation for more advanced topics like information retrieval, natural language processing, Bayesian modeling, and learning classifier systems. The survey of topics then concludes with an exposition of essential methods associated with engineering, personalized medicine, and linking of genomic and clinical data. Within an overall context of the scientific method, Methods in Biomedical Informatics provides a practical coverage of topics that is specifically designed for: (1) domain experts seeking an understanding of biomedical informatics approaches for addressing specific methodological needs; or (2) biomedical informaticians seeking an approachable overview of methodologies that can be used in scenarios germane to biomedical research. - Contributors represent leading biomedical informatics experts: individuals who have demonstrated effective use of biomedical informatics methodologies in the real-world, high-quality biomedical applications - Material is presented as a balance between foundational coverage of core topics in biomedical informatics with practical "in-the-trenches" scenarios. - Contains appendices that function as primers on: (1) Unix; (2) Ruby; (3) Databases; and (4) Web Services.

Techniques in Bioinformatics and Medical Informatics

Author : Faramarz Valafar
Publisher :
ISBN 13 : 9781573314329
Total Pages : 0 pages
Book Rating : 4.3/5 (143 download)

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Book Synopsis Techniques in Bioinformatics and Medical Informatics by : Faramarz Valafar

Download or read book Techniques in Bioinformatics and Medical Informatics written by Faramarz Valafar and published by . This book was released on 2002 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume offers an overview of work in such areas as soft computing in medicine and biological sciences; algorithms in proteomics and structural genomics; clinical procedures and hospital information systems and analysis; image processing in medicine; knowledge discovery and data mining.

Medical Informatics

Author : Hsinchun Chen
Publisher : Springer Science & Business Media
ISBN 13 : 038725739X
Total Pages : 656 pages
Book Rating : 4.3/5 (872 download)

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Book Synopsis Medical Informatics by : Hsinchun Chen

Download or read book Medical Informatics written by Hsinchun Chen and published by Springer Science & Business Media. This book was released on 2006-07-19 with total page 656 pages. Available in PDF, EPUB and Kindle. Book excerpt: Comprehensively presents the foundations and leading application research in medical informatics/biomedicine. The concepts and techniques are illustrated with detailed case studies. Authors are widely recognized professors and researchers in Schools of Medicine and Information Systems from the University of Arizona, University of Washington, Columbia University, and Oregon Health & Science University. Related Springer title, Shortliffe: Medical Informatics, has sold over 8000 copies The title will be positioned at the upper division and graduate level Medical Informatics course and a reference work for practitioners in the field.

Bioinformatics and Medical Applications

Author : A. Suresh
Publisher : John Wiley & Sons
ISBN 13 : 1119791839
Total Pages : 356 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Bioinformatics and Medical Applications by : A. Suresh

Download or read book Bioinformatics and Medical Applications written by A. Suresh and published by John Wiley & Sons. This book was released on 2022-04-12 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: BIOINFORMATICS AND MEDICAL APPLICATIONS The main topics addressed in this book are big data analytics problems in bioinformatics research such as microarray data analysis, sequence analysis, genomics-based analytics, disease network analysis, techniques for big data analytics, and health information technology. Bioinformatics and Medical Applications: Big Data Using Deep Learning Algorithms analyses massive biological datasets using computational approaches and the latest cutting-edge technologies to capture and interpret biological data. The book delivers various bioinformatics computational methods used to identify diseases at an early stage by assembling cutting-edge resources into a single collection designed to enlighten the reader on topics focusing on computer science, mathematics, and biology. In modern biology and medicine, bioinformatics is critical for data management. This book explains the bioinformatician’s important tools and examines how they are used to evaluate biological data and advance disease knowledge. The editors have curated a distinguished group of perceptive and concise chapters that presents the current state of medical treatments and systems and offers emerging solutions for a more personalized approach to healthcare. Applying deep learning techniques for data-driven solutions in health information allows automated analysis whose method can be more advantageous in supporting the problems arising from medical and health-related information. Audience The primary audience for the book includes specialists, researchers, postgraduates, designers, experts, and engineers, who are occupied with biometric research and security-related issues.

Deep Learning Techniques for Biomedical and Health Informatics

Author : Basant Agarwal
Publisher : Academic Press
ISBN 13 : 0128190620
Total Pages : 367 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Deep Learning Techniques for Biomedical and Health Informatics by : Basant Agarwal

Download or read book Deep Learning Techniques for Biomedical and Health Informatics written by Basant Agarwal and published by Academic Press. This book was released on 2020-01-14 with total page 367 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep Learning Techniques for Biomedical and Health Informatics provides readers with the state-of-the-art in deep learning-based methods for biomedical and health informatics. The book covers not only the best-performing methods, it also presents implementation methods. The book includes all the prerequisite methodologies in each chapter so that new researchers and practitioners will find it very useful. Chapters go from basic methodology to advanced methods, including detailed descriptions of proposed approaches and comprehensive critical discussions on experimental results and how they are applied to Biomedical Engineering, Electronic Health Records, and medical image processing. Examines a wide range of Deep Learning applications for Biomedical Engineering and Health Informatics, including Deep Learning for drug discovery, clinical decision support systems, disease diagnosis, prediction and monitoring Discusses Deep Learning applied to Electronic Health Records (EHR), including health data structures and management, deep patient similarity learning, natural language processing, and how to improve clinical decision-making Provides detailed coverage of Deep Learning for medical image processing, including optimizing medical big data, brain image analysis, brain tumor segmentation in MRI imaging, and the future of biomedical image analysis

Introduction to Computational Health Informatics

Author : Arvind Kumar Bansal
Publisher : CRC Press
ISBN 13 : 1000761592
Total Pages : 664 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Introduction to Computational Health Informatics by : Arvind Kumar Bansal

Download or read book Introduction to Computational Health Informatics written by Arvind Kumar Bansal and published by CRC Press. This book was released on 2020-01-08 with total page 664 pages. Available in PDF, EPUB and Kindle. Book excerpt: This class-tested textbook is designed for a semester-long graduate or senior undergraduate course on Computational Health Informatics. The focus of the book is on computational techniques that are widely used in health data analysis and health informatics and it integrates computer science and clinical perspectives. This book prepares computer science students for careers in computational health informatics and medical data analysis. Features Integrates computer science and clinical perspectives Describes various statistical and artificial intelligence techniques, including machine learning techniques such as clustering of temporal data, regression analysis, neural networks, HMM, decision trees, SVM, and data mining, all of which are techniques used widely used in health-data analysis Describes computational techniques such as multidimensional and multimedia data representation and retrieval, ontology, patient-data deidentification, temporal data analysis, heterogeneous databases, medical image analysis and transmission, biosignal analysis, pervasive healthcare, automated text-analysis, health-vocabulary knowledgebases and medical information-exchange Includes bioinformatics and pharmacokinetics techniques and their applications to vaccine and drug development

Biocomputation and Biomedical Informatics: Case Studies and Applications

Author : Lazakidou, Athina A.
Publisher : IGI Global
ISBN 13 : 1605667692
Total Pages : 356 pages
Book Rating : 4.6/5 (56 download)

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Book Synopsis Biocomputation and Biomedical Informatics: Case Studies and Applications by : Lazakidou, Athina A.

Download or read book Biocomputation and Biomedical Informatics: Case Studies and Applications written by Lazakidou, Athina A. and published by IGI Global. This book was released on 2009-11-30 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides a compendium of terms, definitions, and explanations of concepts, processes, and acronyms"--Provided by publisher.

Health Informatics Data Analysis

Author : Dong Xu
Publisher : Springer
ISBN 13 : 3319449818
Total Pages : 214 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Health Informatics Data Analysis by : Dong Xu

Download or read book Health Informatics Data Analysis written by Dong Xu and published by Springer. This book was released on 2017-09-08 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive overview of different biomedical data types, including both clinical and genomic data. Thorough explanations enable readers to explore key topics ranging from electrocardiograms to Big Data health mining and EEG analysis techniques. Each chapter offers a summary of the field and a sample analysis. Also covered are telehealth infrastructure, healthcare information association rules, methods for mass spectrometry imaging, environmental biodiversity, and the global nonlinear fitness function for protein structures. Diseases are addressed in chapters on functional annotation of lncRNAs in human disease, metabolomics characterization of human diseases, disease risk factors using SNP data and Bayesian methods, and imaging informatics for diagnostic imaging marker selection. With the exploding accumulation of Electronic Health Records (EHRs), there is an urgent need for computer-aided analysis of heterogeneous biomedical datasets. Biomedical data is notorious for its diversified scales, dimensions, and volumes, and requires interdisciplinary technologies for visual illustration and digital characterization. Various computer programs and servers have been developed for these purposes by both theoreticians and engineers. This book is an essential reference for investigating the tools available for analyzing heterogeneous biomedical data. It is designed for professionals, researchers, and practitioners in biomedical engineering, diagnostics, medical electronics, and related industries.

Biomedical Informatics

Author : Andreas Holzinger
Publisher : Springer
ISBN 13 : 3319045288
Total Pages : 565 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Biomedical Informatics by : Andreas Holzinger

Download or read book Biomedical Informatics written by Andreas Holzinger and published by Springer. This book was released on 2014-05-06 with total page 565 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a broad overview of the topic Bioinformatics with focus on data, information and knowledge. From data acquisition and storage to visualization, ranging through privacy, regulatory and other practical and theoretical topics, the author touches several fundamental aspects of the innovative interface between Medical and Technology domains that is Biomedical Informatics. Each chapter starts by providing a useful inventory of definitions and commonly used acronyms for each topic and throughout the text, the reader finds several real-world examples, methodologies and ideas that complement the technical and theoretical background. This new edition includes new sections at the end of each chapter, called "future outlook and research avenues," providing pointers to future challenges. At the beginning of each chapter a new section called "key problems", has been added, where the author discusses possible traps and unsolvable or major problems.

Biomedical Data Mining for Information Retrieval

Author : Sujata Dash
Publisher : John Wiley & Sons
ISBN 13 : 1119711266
Total Pages : 450 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Biomedical Data Mining for Information Retrieval by : Sujata Dash

Download or read book Biomedical Data Mining for Information Retrieval written by Sujata Dash and published by John Wiley & Sons. This book was released on 2021-08-06 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt: BIOMEDICAL DATA MINING FOR INFORMATION RETRIEVAL This book not only emphasizes traditional computational techniques, but discusses data mining, biomedical image processing, information retrieval with broad coverage of basic scientific applications. Biomedical Data Mining for Information Retrieval comprehensively covers the topic of mining biomedical text, images and visual features towards information retrieval. Biomedical and health informatics is an emerging field of research at the intersection of information science, computer science, and healthcare and brings tremendous opportunities and challenges due to easily available and abundant biomedical data for further analysis. The aim of healthcare informatics is to ensure the high-quality, efficient healthcare, better treatment and quality of life by analyzing biomedical and healthcare data including patient’s data, electronic health records (EHRs) and lifestyle. Previously, it was a common requirement to have a domain expert to develop a model for biomedical or healthcare; however, recent advancements in representation learning algorithms allows us to automatically to develop the model. Biomedical image mining, a novel research area, due to the vast amount of available biomedical images, increasingly generates and stores digitally. These images are mainly in the form of computed tomography (CT), X-ray, nuclear medicine imaging (PET, SPECT), magnetic resonance imaging (MRI) and ultrasound. Patients’ biomedical images can be digitized using data mining techniques and may help in answering several important and critical questions relating to healthcare. Image mining in medicine can help to uncover new relationships between data and reveal new useful information that can be helpful for doctors in treating their patients. Audience Researchers in various fields including computer science, medical informatics, healthcare IOT, artificial intelligence, machine learning, image processing, clinical big data analytics.

Translational Biomedical Informatics

Author : Bairong Shen
Publisher : Springer
ISBN 13 : 9811015031
Total Pages : 331 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Translational Biomedical Informatics by : Bairong Shen

Download or read book Translational Biomedical Informatics written by Bairong Shen and published by Springer. This book was released on 2016-10-31 with total page 331 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces readers to essential methods and applications in translational biomedical informatics, which include biomedical big data, cloud computing and algorithms for understanding omics data, imaging data, electronic health records and public health data. The storage, retrieval, mining and knowledge discovery of biomedical big data will be among the key challenges for future translational research. The paradigm for precision medicine and healthcare needs to integratively analyze not only the data at the same level – e.g. different omics data at the molecular level – but also data from different levels – the molecular, cellular, tissue, clinical and public health level. This book discusses the following major aspects: the structure of cross-level data; clinical patient information and its shareability; and standardization and privacy. It offers a valuable guide for all biologists, biomedical informaticians and clinicians with an interest in Precision Medicine Informatics.

Bioinformatics, Medical Informatics and the Law

Author : Contreras, Jorge L.
Publisher : Edward Elgar Publishing
ISBN 13 : 183910595X
Total Pages : 328 pages
Book Rating : 4.8/5 (391 download)

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Book Synopsis Bioinformatics, Medical Informatics and the Law by : Contreras, Jorge L.

Download or read book Bioinformatics, Medical Informatics and the Law written by Contreras, Jorge L. and published by Edward Elgar Publishing. This book was released on 2022-01-11 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years the field of bioinformatics has emerged from the university research laboratory and entered the mainstream healthcare establishment. During this time there has been a rapid increase of legal developments affecting this dynamic field, from Supreme Court decisions radically altering the patentability of informatics inventions to major developments in privacy law both in Europe and the U.S. This edited book strives to offer the reader insight into some of the major legal trends and considerations applicable to these fields today.

Evaluation Methods in Biomedical Informatics

Author : Charles P. Friedman
Publisher : Springer Science & Business Media
ISBN 13 : 0387306773
Total Pages : 399 pages
Book Rating : 4.3/5 (873 download)

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Book Synopsis Evaluation Methods in Biomedical Informatics by : Charles P. Friedman

Download or read book Evaluation Methods in Biomedical Informatics written by Charles P. Friedman and published by Springer Science & Business Media. This book was released on 2006-01-05 with total page 399 pages. Available in PDF, EPUB and Kindle. Book excerpt: Heavily updated and revised from the successful first edition Appeals to a wide range of informatics professionals, from students to on-site medical information system administrators Includes case studies and real world system evaluations References and self-tests for feedback and motivation after each chapter Great for teaching purposes, the book is recommended for courses offered at universities such as Columbia University Precise definition and use of terms

Biomedical Informatics in Translational Research

Author : Hai Hu
Publisher : Artech House
ISBN 13 : 159693039X
Total Pages : 279 pages
Book Rating : 4.5/5 (969 download)

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Book Synopsis Biomedical Informatics in Translational Research by : Hai Hu

Download or read book Biomedical Informatics in Translational Research written by Hai Hu and published by Artech House. This book was released on 2008 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: This trailblazing resource on biomedical informatics provides medical researchers with innovative techniques for integrating and federating data from clinical and molecular studies. This volume helps researchers manage data, expedite their efforts, and make the most of targeted basic research.

Probabilistic Modeling in Bioinformatics and Medical Informatics

Author : Dirk Husmeier
Publisher : Springer Science & Business Media
ISBN 13 : 1846281199
Total Pages : 511 pages
Book Rating : 4.8/5 (462 download)

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Book Synopsis Probabilistic Modeling in Bioinformatics and Medical Informatics by : Dirk Husmeier

Download or read book Probabilistic Modeling in Bioinformatics and Medical Informatics written by Dirk Husmeier and published by Springer Science & Business Media. This book was released on 2006-05-06 with total page 511 pages. Available in PDF, EPUB and Kindle. Book excerpt: Probabilistic Modelling in Bioinformatics and Medical Informatics has been written for researchers and students in statistics, machine learning, and the biological sciences. The first part of this book provides a self-contained introduction to the methodology of Bayesian networks. The following parts demonstrate how these methods are applied in bioinformatics and medical informatics. All three fields - the methodology of probabilistic modeling, bioinformatics, and medical informatics - are evolving very quickly. The text should therefore be seen as an introduction, offering both elementary tutorials as well as more advanced applications and case studies.

Biomedical Informatics

Author : Andreas Holzinger
Publisher : BoD – Books on Demand
ISBN 13 : 3848222191
Total Pages : 370 pages
Book Rating : 4.8/5 (482 download)

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Book Synopsis Biomedical Informatics by : Andreas Holzinger

Download or read book Biomedical Informatics written by Andreas Holzinger and published by BoD – Books on Demand. This book was released on 2012 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: Medical Informatics is defined as an interdisciplinary field studying the effective use of biomedical data, information and knowledge for scientific inquiry, problem solving, and decision making, motivated by efforts to improve human health. To emphasize the broad character it is called Biomedical Informatics. The course LV 444.152 consists of the following 12 lectures: 1. Introduction: Computer Science meets Life Sciences, challenges and future directions; 2. Back to the future: Fundamentals of Data, Information and Knowledge; 3. Structured Data: Coding, Classification (ICD, SNOMED, MeSH, UMLS); 4. Biomedical Databases: Acquisition, Storage, Information Retrieval and Use; 5. Semi structured and weakly structured data; 6. Multimedia Data Mining and Knowledge Discovery; 7. Knowledge and Decision: Cognitive Science and Human-Computer Interaction; 8. Biomedical Decision Making: Reasoning and Decision Support; 9. Intelligent Information Visualization and Visual Analytics; 10. Biomedical Information Systems and Medical Knowledge Management; 11. Biomedical Data: Privacy, Safety and Security 12. Methodology for Information Systems: System Design, Usability and Evaluation

Translational Bioinformatics Applications in Healthcare

Author : Khalid Raza
Publisher : CRC Press
ISBN 13 : 1000375234
Total Pages : 211 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Translational Bioinformatics Applications in Healthcare by : Khalid Raza

Download or read book Translational Bioinformatics Applications in Healthcare written by Khalid Raza and published by CRC Press. This book was released on 2021-04-20 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt: Translational bioinformatics (TBI) involves development of storage, analytics, and advanced computational methods to harvest knowledge from voluminous biomedical and genomic data into 4P healthcare (proactive, predictive, preventive, and participatory). Translational Bioinformatics Applications in Healthcare offers a detailed overview on concepts of TBI, biological and clinical databases, clinical informatics, and pertinent real-case applications. It further illustrates recent advancements, tools, techniques, and applications of TBI in healthcare, including Internet of Things (IoT) potential, toxin databases, medical image analysis and telemedicine applications, analytics of COVID-19 CT images, viroinformatics and viral diseases, and COVID-19–related research. Covers recent technologies such as Blockchain, IoT, and Big data analytics in bioinformatics Presents the role of translational bioinformatic methods in the field of viroinformatics, as well as in drug development and repurposing Includes translational healthcare and NGS for clinical applications Illustrates translational medicine systems and their applications in better healthcare Explores medical image analysis with focus on CT images and novel coronavirus disease detection Aimed at researchers and graduate students in computational biology, data mining and knowledge discovery, algorithms and complexity, and interdisciplinary fields of studies, including bioinformatics, health-informatics, biostatistics, biomedical engineering, and viroinformatics. Khalid Raza is an Assistant Professor, the Department of Computer Science, Jamia Millia Islamia (Central University), New Delhi. His research interests include translational bioinformatics, computational intelligence methods and its applications in bioinformatics, viroinformatics, and health informatics. Nilanjan Dey is an Associate Professor, the Department of Computer Science and Engineering, JIS University, Kolkata, India. His research interests include medical imaging, machine learning, computer-aided diagnosis, and data mining.