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This book is comprised of presentations delivered at the 5th Workshop on Biostatistics and Bioinformatics held in Atlanta on May 5-7, 2017. Featuring twenty-two selected papers from the workshop, this book showcases the most current advances in the field, presenting new methods, theories, and case applications at the frontiers of biostatistics, bioinformatics, and interdisciplinary areas. Biostatistics and bioinformatics have been playing a key role in statistics and other scientific research fields in recent years. The goal of the 5th Workshop on Biostatistics and Bioinformatics was to stimulate research, foster interaction among researchers in field, and offer opportunities for learning and facilitating research collaborations in the era of big data. The resulting volume offers timely insights for researchers, students, and industry practitioners. .
Biometry --- Bioinformatics --- Mathematical statistics. --- Big data. --- Statistics. --- Statistical methods. --- Statistical Theory and Methods. --- Big Data/Analytics. --- Statistics for Life Sciences, Medicine, Health Sciences. --- Biostatistics. --- Statistical analysis --- Statistical data --- Statistical methods --- Statistical science --- Mathematics --- Econometrics --- Data sets, Large --- Large data sets --- Data sets --- Statistical inference --- Statistics, Mathematical --- Statistics --- Probabilities --- Sampling (Statistics) --- Statistics . --- Biological statistics --- Biology --- Biometrics (Biology) --- Biostatistics --- Biomathematics
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This book brings together the voices of leading experts in the frontiers of biostatistics, biomedicine, and the health sciences to discuss the statistical procedures, useful methods, and novel applications in biostatistics research. It also includes discussions of potential future directions of biomedicine and new statistical developments for health research, with the intent of stimulating research and fostering the interactions of scholars across health research related disciplines. Topics covered include: Health data analysis and applications to EHR data Clinical trials, FDR, and applications in health science Big network analytics and its applications in GWAS Survival analysis and functional data analysis Graphical modelling in genomic studies The book will be valuable to data scientists and statisticians who are working in biomedicine and health, other practitioners in the health sciences, and graduate students and researchers in biostatistics and health.
Estadística mèdica --- Biometria --- Dades massives --- Macrodades --- Bases de dades --- Bioestadística --- Biologia --- Estadística --- Herència (Biologia) --- Anàlisi de supervivència (Biometria) --- Censos --- Genètica quantitativa --- Biomatemàtica --- Estadística matemàtica --- Mostreig (Estadística) --- Estadística sanitària --- Indicadors de salut --- Mortalitat --- Medical statistics. --- Big data. --- Data sets, Large --- Large data sets --- Data sets --- Health --- Health statistics --- Medicine --- Statistics --- Statistical methods --- Biometry. --- Biology --- Biostatistics. --- Biomedical Research. --- Research. --- Biological research --- Biomedical research --- Health Workforce --- Biological statistics --- Biometrics (Biology) --- Biostatistics --- Biomathematics
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Censored observations (Statistics). --- Statistics --- Estadística --- Metodologia --- Methodology. --- Censored data (Statistics) --- Censoring (Statistics) --- Mathematical statistics --- Lògica --- Heurística --- Interdisciplinarietat --- Investigació amb mètodes mixtos --- Investigació quantitativa --- Metodologia de la ciència --- Metodologia de les ciències socials --- Anàlisi --- Investigació --- Anàlisi estadística --- Control estadístic --- Informació estadística --- Economia --- Matemàtica --- Allisament (Estadística) --- Anàlisi de regressió --- Anàlisi de variància --- Biometria --- Censos --- Correlació (Estadística) --- Presa de decisions (Estadística) --- Estadística comercial --- Estadística demogràfica --- Estadística econòmica --- Estadística educativa --- Estadística financera --- Estadística industrial --- Estadística matemàtica --- Estadística mèdica --- Mitjana (Estadística) --- Models lineals (Estadística) --- Models no lineals (Estadística) --- Serveis estadístics --- Sondejos d'opinió --- Econometria
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This book is comprised of presentations delivered at the 5th Workshop on Biostatistics and Bioinformatics held in Atlanta on May 5-7, 2017. Featuring twenty-two selected papers from the workshop, this book showcases the most current advances in the field, presenting new methods, theories, and case applications at the frontiers of biostatistics, bioinformatics, and interdisciplinary areas. Biostatistics and bioinformatics have been playing a key role in statistics and other scientific research fields in recent years. The goal of the 5th Workshop on Biostatistics and Bioinformatics was to stimulate research, foster interaction among researchers in field, and offer opportunities for learning and facilitating research collaborations in the era of big data. The resulting volume offers timely insights for researchers, students, and industry practitioners. .
Statistical science --- Mathematical statistics --- Biomathematics. Biometry. Biostatistics --- Information systems --- cyclohexanon --- medische statistiek --- bio-informatica --- big data --- biostatistiek --- statistiek --- biometrie --- gegevensanalyse --- statistisch onderzoek
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This book primarily aims to discuss emerging topics in statistical methods and to booster research, education, and training to advance statistical modeling on interval-censored survival data. Commonly collected from public health and biomedical research, among other sources, interval-censored survival data can easily be mistaken for typical right-censored survival data, which can result in erroneous statistical inference due to the complexity of this type of data. The book invites a group of internationally leading researchers to systematically discuss and explore the historical development of the associated methods and their computational implementations, as well as emerging topics related to interval-censored data. It covers a variety of topics, including univariate interval-censored data, multivariate interval-censored data, clustered interval-censored data, competing risk interval-censored data, data with interval-censored covariates, interval-censored data from electric medical records, and misclassified interval-censored data. Researchers, students, and practitioners can directly make use of the state-of-the-art methods covered in the book to tackle their problems in research, education, training and consultation.
Statistical science --- Biomathematics. Biometry. Biostatistics --- biomathematica --- biostatistiek --- statistiek --- biometrie --- statistisch onderzoek
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This book discusses statistical methods and their innovative applications in precision health. It serves as a valuable resource to foster the development of this growing field within the context of the big data era. The chapters cover a wide range of topics, including foundational principles, statistical theories, new procedures, advanced methods, and practical applications in precision medicine. Particular attention is devoted to the interplay between precision health, big data, and mobile health research, while also exploring precision medicine's role in clinical trials, electronic health record data analysis, survival analysis, and genomic studies. Targeted at data scientists, statisticians, graduate students, and researchers in academia, industry, and government, this book offers insights into the latest advances in personalized medicine using advanced statistical techniques.
Precision medicine --- Statistical methods. --- Biometry. --- Quantitative research. --- Medicine. --- Biostatistics. --- Data Analysis and Big Data. --- Clinical Medicine.
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Biomathematics. Biometry. Biostatistics --- Human medicine --- biomathematica --- biostatistiek --- geneeskunde --- biometrie
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The book brings together experts working in public health and multi-disciplinary areas to present recent issues in statistical methodological development and their applications. This timely book will impact model development and data analyses of public health research across a wide spectrum of analysis. Data and software used in the studies are available for the reader to replicate the models and outcomes. The fifteen chapters range in focus from techniques for dealing with missing data with Bayesian estimation, health surveillance and population definition and implications in applied latent class analysis, to multiple comparison and meta-analysis in public health data. Researchers in biomedical and public health research will find this book to be a useful reference, and it can be used in graduate level classes.
Statistics. --- Statistics for Life Sciences, Medicine, Health Sciences. --- Public Health. --- Laboratory Medicine. --- Medical laboratories. --- Public health. --- Statistique --- Santé publique --- Mathematical Statistics --- Mathematics --- Physical Sciences & Mathematics --- Public health --- Statistical methods. --- Community health --- Health services --- Hygiene, Public --- Hygiene, Social --- Public health services --- Public hygiene --- Sanitary affairs --- Social hygiene --- Laboratory medicine. --- Health --- Human services --- Biosecurity --- Health literacy --- Medicine, Preventive --- National health services --- Sanitation --- Diagnosis, Laboratory --- Health facilities --- Laboratories --- Statistical analysis --- Statistical data --- Statistical methods --- Statistical science --- Econometrics --- Statistics . --- Clinical medicine --- Clinical pathology --- Diagnostic laboratory tests --- Laboratory diagnosis --- Laboratory medicine --- Medical laboratory diagnosis --- Diagnosis --- Pathology --- Biometry. --- Medicine --- Biology --- Biostatistics. --- Biomedical Research. --- Research. --- Biological research --- Biomedical research --- Health Workforce --- Biological statistics --- Biometrics (Biology) --- Biostatistics --- Biomathematics --- Statistics
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Clinical Trials --- Drugs --- Drug Approval --- Drug Evaluation --- Meta-Analysis as Topic --- Clinical Trials as Topic --- Testing --- methods --- Clinical trials. --- Meta-Analysis as Topic. --- Testing. --- methods. --- Drugs - Testing --- Drug Approval - methods --- Drug Evaluation - methods --- Clinical Trials as Topic - methods
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