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Book
The elements of statistical learning : data mining, inference, and prediction
Authors: --- ---
ISSN: 01727397 ISBN: 9780387848570 9780387848587 0387848576 0387848584 9786612126741 1282126741 Year: 2009 Publisher: New York (N.Y.) : Springer,

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Abstract

During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book describes the important ideas in these areas in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics. It is a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting---the first comprehensive treatment of this topic in any book. This major new edition features many topics not covered in the original, including graphical models, random forests, ensemble methods, least angle regression and path algorithms for the lasso, non-negative matrix factorization, and spectral clustering. There is also a chapter on methods for ``wide'' data (p bigger than n), including multiple testing and false discovery rates. Trevor Hastie, Robert Tibshirani, and Jerome Friedman are professors of statistics at Stanford University. They are prominent researchers in this area: Hastie and Tibshirani developed generalized additive models and wrote a popular book of that title. Hastie co-developed much of the statistical modeling software and environment in R/S-PLUS and invented principal curves and surfaces. Tibshirani proposed the lasso and is co-author of the very successful An Introduction to the Bootstrap. Friedman is the co-inventor of many data-mining tools including CART, MARS, projection pursuit and gradient boosting.

Keywords

Statistiekwetenschap --- Wiskundige statistiek --- Statistische fysica --- Moleculaire biologie --- Biologie --- Ingenieurswetenschappen. Technologie --- Programmering --- Informatiesystemen --- Artificiële intelligentie. Robotica. Simulatie. Graphics --- Computer. Informatica. Automatisering --- statistische kwaliteitscontrole --- industriële statistieken --- biologie --- informatica --- database management --- robots --- moleculaire biologie --- statistisch onderzoek --- Bioinformatics. --- Computational intelligence. --- Data mining. --- Forecasting. --- Inference. --- Machine learning. --- Statistics --- Supervised learning (Machine learning). --- Computerintelligentie. --- Statistiek --- Methodology. --- Methodologie. --- MACHINE LEARNING -- 516 --- STATISTICAL LEARNING -- 516 --- SUPERVISED LEARNING -- 516 --- Bioinformatics --- Data mining --- Forecasting --- Inference --- Machine learning --- 519.23 --- 519.2 --- 681.3*I26 --- Learning, Machine --- Artificial intelligence --- Machine theory --- Ampliative induction --- Induction, Ampliative --- Inference (Logic) --- Reasoning --- Forecasts --- Futurology --- Prediction --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Intelligence, Computational --- Soft computing --- Bio-informatics --- Biological informatics --- Biology --- Information science --- Computational biology --- Systems biology --- 519.23 Statistical analysis. Inference methods --- Statistical analysis. Inference methods --- 519.2 Probability. Mathematical statistics --- Probability. Mathematical statistics --- 681.3*I26 Learning: analogies; concept learning; induction; knowledge acquisition; language acquisition; parameter learning (Artificial intelligence)--See also {681.3*K32} --- Learning: analogies; concept learning; induction; knowledge acquisition; language acquisition; parameter learning (Artificial intelligence)--See also {681.3*K32} --- Methodology --- Data processing --- Machine Learning --- Computational intelligence --- Statistical methods --- Supervised learning (Machine learning) --- Apprentissage supervisé (Intelligence artificielle) --- EPUB-LIV-FT LIVMATHE LIVSTATI SPRINGER-B --- Mathematical statistics --- Artificial intelligence. Robotics. Simulation. Graphics --- Statistique mathématique --- Artificial intelligence. --- Probabilities. --- Statistics . --- Bioinformatics . --- Computational biology . --- Artificial Intelligence. --- Data Mining and Knowledge Discovery. --- Probability Theory and Stochastic Processes. --- Statistical Theory and Methods. --- Computational Biology/Bioinformatics. --- Computer Appl. in Life Sciences. --- Statistical analysis --- Statistical data --- Statistical science --- Mathematics --- Econometrics --- Probability --- Statistical inference --- Combinations --- Chance --- Least squares --- Risk --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Mathematical statistics. --- Statistique mathématique --- Statistical decision. --- Statistics - Methodology


Book
Handboek medische informatica
Authors: --- ---
ISBN: 9031307556 Year: 1989 Publisher: Utrecht Bohn, Scheltema en Holkema

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Keywords

medische informatica --- informatieverwerking --- Computer. Automation --- automatisering --- Human medicine --- Geneeskunde --- Informatica --- Informatique --- Médecine --- Computers. --- Information Systems. --- Medical Informatics. --- #TCPW:AGGR --- #GBIB:CBMER --- AA / International- internationaal --- 61 --- 654 --- 527.9 --- 601.9 --- Computer Science, Medical --- Health Information Technology --- Informatics, Clinical --- Informatics, Medical --- Information Science, Medical --- Clinical Informatics --- Medical Computer Science --- Medical Information Science --- Health Information Technologies --- Information Technologies, Health --- Information Technology, Health --- Medical Computer Sciences --- Medical Information Sciences --- Science, Medical Computer --- Technologies, Health Information --- Technology, Health Information --- Computational Biology --- Biomedical Technology --- American Recovery and Reinvestment Act --- Ancillary Information Systems --- Data Systems --- Emergency Care Information Systems --- Information Retrieval Systems --- Ancillary Information System --- Data System --- Information Retrieval System --- Information System --- Information System, Ancillary --- Information Systems, Ancillary --- System, Ancillary Information --- System, Data --- System, Information --- System, Information Retrieval --- Systems, Ancillary Information --- Systems, Data --- Systems, Information --- Systems, Information Retrieval --- Calculators, Programmable --- Computer Hardware --- Computers, Digital --- Hardware, Computer --- Calculator, Programmable --- Computer --- Computer, Digital --- Digital Computer --- Digital Computers --- Programmable Calculator --- Programmable Calculators --- Geneeskunde. --- Informatieverwerking. Bureautica. --- Health Informatics --- Informatics, Health --- Perinatal Information System --- Information System, Perinatal --- Perinatal Information Systems --- Computers --- Information Systems --- Medical Informatics --- Informatieverwerking. Bureautica


Book
Health information management
Authors: --- --- ---
ISBN: 1584263776 9781584263777 9781584263593 1584263598 Year: 2013 Publisher: Chicago, Ill. AHIMA

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Medical informatics --- Medical records --- Information storage and retrieval systems --- Health services administration --- Health facilities --- Medical Informatics. --- Medical Records. --- Information Management. --- Management, Information --- Records, Medical --- Transcription, Medical --- Health Diaries --- Medical Transcription --- Diaries, Health --- Diary, Health --- Health Diary --- Medical Record --- Medical Transcriptions --- Record, Medical --- Transcriptions, Medical --- Computer Science, Medical --- Health Informatics --- Health Information Technology --- Informatics, Clinical --- Informatics, Medical --- Information Science, Medical --- Clinical Informatics --- Medical Computer Science --- Medical Information Science --- Health Information Technologies --- Informatics, Health --- Information Technology, Health --- Medical Computer Sciences --- Medical Information Sciences --- Science, Medical Computer --- Technology, Health Information --- Computational Biology --- Biomedical Technology --- American Recovery and Reinvestment Act --- Facilities, Health --- Health care facilities --- Health care institutions --- Health institutions --- Institutions, Health --- Medical care facilities --- Medical care institutions --- Medical facilities --- Medical care --- Public health --- Health administration --- Health care administration --- Health care management --- Health sciences administration --- Health services management --- Health planning --- Public health administration --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Computer-based information systems --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Computer systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Information retrieval --- Clinical records --- Health records --- Hospital medical records --- Patient care records --- Communication in medicine --- Hospital records --- Clinical informatics --- Health informatics --- Medical information science --- Information science --- Medicine --- Management --- Business management --- Administration --- Data processing --- Medical Informatics --- Information Management --- Medical Records --- Business management of health facilities --- Health facility business management --- E-books --- Data centers


Book
Information Technology for Patient Empowerment in Healthcare
Authors: --- --- --- --- --- et al.
ISBN: 1614515921 9781614514350 9781614515920 1614519552 1614514348 9781614514343 9781614519553 1614514356 Year: 2015 Publisher: Berlin Boston

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Aims and ScopePatients are more empowered to shape their own health care today than ever before. Health information technologies are creating new opportunities for patients and families to participate actively in their care, manage their medical problems and improve communication with their healthcare providers. Moreover, health information technologies are enabling healthcare providers to partner with their patients in a bold effort to optimize quality of care, improve health outcomes and transform the healthcare system on the macro-level.In this book, leading figures discuss the existing needs, challenges and opportunities for improving patient engagement and empowerment through health information technology, mapping out what has been accomplished and what work remains to truly transform the care we deliver and engage patients in their care. Policymakers, healthcare providers and administrators, consultants and industry managers, researchers and students and, not least, patients and their family members should all find value in this book. "In the exciting period that lies just ahead, more will be needed than simply connecting patients to clinicians, and clinicians to each other. The health care systems that will be most effective in meeting patients' needs will be those that can actually design their 'human wares' around that purpose. This book provides deep insight into how information technology can and will support that redesign."Thomas H. Lee, MD, MSc, Chief Medical Officer, Press Ganey Associates; Professor of Medicine, Harvard Medical School and Professor of Health Policy and Management, Harvard School of Public Health The Editors: Drs. Maria Adela Grando, Ronen Rozenblum and David W. Bates are widely recognized professors, researchers and experts in the domain of health information technology, patient engagement and empowerment. Their research, lectures and contributions in these domains have been recognized nationally and internationally. Dr. Grando is affiliated with Arizona State University and the Mayo Clinic, and Drs. Rozenblum and Bates are affiliated with Brigham and Women's Hospital and Harvard University.

Keywords

Health Communication --- Medical Informatics Applications. --- Patient Participation --- Patient-Centered Care --- Professional-patient relations. --- methods. --- Medical care -- Technological innovations. --- Medical technology -- Management. --- Medicine -- Practice -- Technological innovations. --- Patient-centered health care. --- Patient Care Management --- Consumer Participation --- Interpersonal Relations --- Medical Informatics --- Patient Acceptance of Health Care --- Communication --- Comprehensive Health Care --- Delivery of Health Care --- Primary Health Care --- Health Care Facilities, Manpower, and Services --- Investigative Techniques --- Health Care --- Attitude to Health --- Information Science --- Health Care Quality, Access, and Evaluation --- Analytical, Diagnostic and Therapeutic Techniques and Equipment --- Health Services Administration --- Community Health Services --- Psychology, Social --- Consumer Organizations --- Health Services --- Organizations --- Behavior and Behavior Mechanisms --- Psychiatry and Psychology --- Health Care Economics and Organizations --- Medical Informatics Applications --- Methods --- Professional-Patient Relations --- Medicine --- Health & Biological Sciences --- Medical & Biomedical Informatics --- Contacting Clients --- Professional Patient Relationship --- Client, Contacting --- Clients, Contacting --- Contacting Client --- Professional Patient Relations --- Professional Patient Relationships --- Professional-Patient Relation --- Relation, Professional-Patient --- Relations, Professional-Patient --- Relationship, Professional Patient --- Relationships, Professional Patient --- Medical Home --- Nursing, Patient-Centered --- Patient-Centered Nursing --- Patient-Focused Care --- Care, Patient-Centered --- Care, Patient-Focused --- Home, Medical --- Homes, Medical --- Medical Homes --- Nursing, Patient Centered --- Patient Centered Care --- Patient Centered Nursing --- Patient Focused Care --- Methodological Studies --- Methodological Study --- Procedures --- Studies, Methodological --- Study, Methodological --- Method --- Procedure --- Patient Activation --- Patient Empowerment --- Patient Engagement --- Patient Involvement --- Patient Participation Rates --- Activation, Patient --- Empowerment, Patient --- Engagement, Patient --- Involvement, Patient --- Participation Rate, Patient --- Participation Rates, Patient --- Participation, Patient --- Patient Participation Rate --- Application, Medical Informatics --- Applications, Medical Informatics --- Informatics Applications, Medical --- Informatics Application, Medical --- Medical Informatics Application --- Communication, Health --- Communications, Health --- Health Communications --- Healthcare Economics and Organizations --- Non-Governmental Organizations --- Nongovernmental Organizations --- Organizations, Nongovernmental --- Non Governmental Organizations --- Non-Governmental Organization --- Nongovernmental Organization --- Organization --- Organization, Non-Governmental --- Organization, Nongovernmental --- Organizations, Non-Governmental --- Services, Health --- Health Service --- Service, Health --- Organizations, Consumer --- Consumer Organization --- Organization, Consumer --- Social Psychology --- Psychologies, Social --- Social Psychologies --- Community Healthcare --- Health Services, Community --- Services, Community Health --- Community Health Care --- Care, Community Health --- Community Health Service --- Community Healthcares --- Health Care, Community --- Health Service, Community --- Healthcare, Community --- Healthcares, Community --- Service, Community Health --- Administration, Health Services --- Healthcare Quality, Access, and Evaluation --- Information Sciences --- Science, Information --- Sciences, Information --- Computer Science, Medical --- Health Information Technology --- Informatics, Clinical --- Informatics, Medical --- Information Science, Medical --- Clinical Informatics --- Medical Computer Science --- Medical Information Science --- Health Information Technologies --- Information Technologies, Health --- Information Technology, Health --- Medical Computer Sciences --- Medical Information Sciences --- Science, Medical Computer --- Technologies, Health Information --- Technology, Health Information --- Gender Issues --- Husband-Wife Communication --- Partner Communication --- Relations, Gender --- Gender Relations --- Social Interaction --- Communication, Husband-Wife --- Communication, Partner --- Communications, Husband-Wife --- Communications, Partner --- Gender Issue --- Gender Relation --- Husband Wife Communication --- Husband-Wife Communications --- Interaction, Social --- Interactions, Social --- Interpersonal Relation --- Issue, Gender --- Issues, Gender --- Partner Communications --- Relation, Gender --- Relation, Interpersonal --- Relations, Interpersonal --- Social Interactions --- Community Involvement --- Public Participation --- Community Action --- Consumer Involvement --- Action, Community --- Actions, Community --- Community Actions --- Community Involvements --- Consumer Involvements --- Involvement, Community --- Involvement, Consumer --- Involvements, Community --- Participation, Community --- Participation, Consumer --- Participation, Public --- Care Management, Patient --- Management, Patient Care --- Health Attitude --- Attitude, Health --- Attitudes, Health --- Health Attitudes --- Health, Attitude to --- Community-Based Distribution --- Contraceptive Distribution --- Delivery of Healthcare --- Dental Care Delivery --- Distribution, Non-Clinical --- Distribution, Nonclinical --- Distributional Activities --- Healthcare --- Healthcare Delivery --- Healthcare Systems --- Non-Clinical Distribution --- Nonclinical Distribution --- Delivery of Dental Care --- Health Care Delivery --- Health Care Systems --- Activities, Distributional --- Activity, Distributional --- Care, Health --- Community Based Distribution --- Community-Based Distributions --- Contraceptive Distributions --- Deliveries, Healthcare --- Delivery, Dental Care --- Delivery, Health Care --- Delivery, Healthcare --- Distribution, Community-Based --- Distribution, Contraceptive --- Distribution, Non Clinical --- Distributional Activity --- Distributions, Community-Based --- Distributions, Contraceptive --- Distributions, Non-Clinical --- Distributions, Nonclinical --- Health Care System --- Healthcare Deliveries --- Healthcare System --- Non Clinical Distribution --- Non-Clinical Distributions --- Nonclinical Distributions --- System, Health Care --- System, Healthcare --- Systems, Health Care --- Systems, Healthcare --- Investigative Technics --- Investigative Technic --- Investigative Technique --- Technic, Investigative --- Technics, Investigative --- Technique, Investigative --- Techniques, Investigative --- Healthcare Facilities, Manpower, and Services --- Primary Healthcare --- Primary Care --- Care, Primary --- Care, Primary Health --- Health Care, Primary --- Healthcare, Primary --- Comprehensive Healthcare --- Health Care, Comprehensive --- Healthcare, Comprehensive --- Communication Programs --- Communications Personnel --- Misinformation --- Personal Communication --- Communication Program --- Communication, Personal --- Personnel, Communications --- Program, Communication --- Programs, Communication --- Acceptability of Healthcare --- Acceptors of Health Care --- Health Care Utilization --- Nonacceptors of Health Care --- Patient Acceptance of Healthcare --- Acceptability of Health Care --- Health Care Seeking Behavior --- Care Acceptor, Health --- Care Acceptors, Health --- Care Nonacceptor, Health --- Care Nonacceptors, Health --- Health Care Acceptability --- Health Care Acceptor --- Health Care Acceptors --- Health Care Nonacceptor --- Health Care Nonacceptors --- Healthcare Acceptabilities --- Healthcare Acceptability --- Healthcare Patient Acceptance --- Healthcare Patient Acceptances --- Utilization, Health Care --- organization & administration --- Pharmacist-Patient Relations --- Pharmacist Patient Relations --- Pharmacist-Patient Relation --- Relation, Pharmacist-Patient --- Relations, Pharmacist-Patient --- Truth Disclosure --- Teach-Back Communication --- Refusal to Participate --- Biomedical Engineering --- Public Health Administration --- Social Work --- Community Health Planning --- Health Informatics --- Informatics, Health --- Computational Biology --- Biomedical Technology --- American Recovery and Reinvestment Act --- Friends --- Emotional Intelligence --- Political Activism --- Patient Care Planning --- Public Opinion --- Family Practice --- Patient Satisfaction --- Medical informatics --- Patient-centered health care --- Communication in medicine --- Patient participation --- Community Participation --- E-books --- Psychology, Perceptual --- Perceptual Psychology --- Medical cooperation --- Participation --- Therapist and patient --- Health communication --- Medical communication --- Medical care --- Clinical informatics --- Health informatics --- Medical information science --- Information science --- Data processing --- Professional-Patient Relations. --- methods --- Social Communication --- Communication, Social --- Communications, Social --- Social Communications --- Social Relationships --- Relationship, Social --- Relationships, Social --- Social Relationship --- Social Behavior --- Health Care Economics --- Health Economics --- Healthcare Economics --- Care Economic, Health --- Economic, Health --- Economic, Health Care --- Economic, Healthcare --- Economics, Health Care --- Health Care Economic --- Health Economic --- Healthcare Economic --- Behavior And Behavior Mechanism --- Medical informatics. --- Hospital care --- Communication in medicine. --- Patient participation. --- Quality control. --- Techniques --- Technique --- Paramedicine --- Access to Primary Care --- Health Information Technology, Patient engagement, Patient-centered care, Consumer health informatics applications, Health apps, Medical informatics, Health informatics, Clinical informatics, Mobile health, Patient-facing technology, Self-managing health tools, Patient-provider communication technologies, E-heath tools, Electronic patient support tools.

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