Applied Missing Data Analysis

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"The most user-friendly and authoritative resource on missing data has been completely revised to make room for the latest developments that make handling missing data more effective. The second edition includes new methods based on factored regressions, newer model-based imputation strategies, and innovations in Bayesian analysis. State-of-the-art technical literature on missing data is translated into accessible guidelines for applied researchers and graduate students. The second edition takes an even, three-pronged approach to maximum likelihood estimation (MLE), Bayesian estimation as an alternative to MLE, and multiple imputation. Consistently organized chapters explain the rationale and procedural details for each technique and illustrate the analyses with engaging worked-through examples on such topics as young adult smoking, employee turnover, and chronic pain. The companion website includes datasets and analysis examples from the book, up-to-date software information, and other resources. Subject areas/Key words: advanced quantitative methods, management, survey, longitudinal, structural equation modeling, handling, how to handle, incomplete, multivariate, social research, behavioral sciences, statistical techniques, textbooks, seminars, doctoral courses, multiple imputation, models, MCAR, MNAR, Bayesian Audience: Researchers and graduate students in psychology, education, management, family studies, public health, sociology, and political science"--

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Genre : Business & Economics
Author : Craig K. Enders
Publisher : Guilford Publications
Release : 2022-08-31
File : 563 Pages
ISBN-13 : 9781462549863


Applied Missing Data Analysis

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Walking readers step by step through complex concepts, this book translates missing data techniques into something that applied researchers and graduate students can understand and utilize in their own research. Enders explains the rationale and procedural details for maximum likelihood estimation, Bayesian estimation, multiple imputation, and models for handling missing not at random (MNAR) data. Easy-to-follow examples and small simulated data sets illustrate the techniques and clarify the underlying principles. The companion website includes data files and syntax for the examples in the book as well as up-to-date information on software. The book is accessible to substantive researchers while providing a level of detail that will satisfy quantitative specialists. This book will appeal to researchers and graduate students in psychology, education, management, family studies, public health, sociology, and political science. It will also serve as a supplemental text for doctoral-level courses or seminars in advanced quantitative methods, survey analysis, longitudinal data analysis, and multilevel modeling, and as a primary text for doctoral-level courses or seminars in missing data.

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Genre : Psychology
Author : Craig K. Enders
Publisher : Guilford Press
Release : 2010-04-23
File : 401 Pages
ISBN-13 : 9781606236390


Applied Missing Data Analysis In The Health Sciences

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Applied Missing Data Analysis in the Health Sciences A modern and practical guide to the essential concepts and ideas for analyzing data with missing observations in the field of biostatistics With an emphasis on hands-on applications, Applied Missing Data Analysis in the Health Sciences outlines the various statistical methods for the analysis of missing data. The authors acknowledge the limitations of established techniques and provide newly-developed methods with concrete applications in areas such as causal inference. Organized by types of data, chapter coverage begins with an overall introduction to the existence and limitations of missing data and continues into techniques for missing data inference, including likelihood-based, weighted GEE, multiple imputation, and Bayesian methods. The book subsequently covers cross-sectional, longitudinal, hierarchical, survival data. In addition, Applied Missing Data Analysis in the Health Sciences features: Multiple data sets that can be replicated using SAS®, Stata®, R, and WinBUGS software packages Numerous examples of case studies to illustrate real-world scenarios and demonstrate applications of discussed methodologies Detailed appendices to guide readers through the use of the presented data in various software environments Applied Missing Data Analysis in the Health Sciences is an excellent textbook for upper-undergraduate and graduate-level biostatistics courses as well as an ideal resource for health science researchers and applied statisticians.

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Genre : Medical
Author : Xiao-Hua Zhou
Publisher : John Wiley & Sons
Release : 2014-05-19
File : 260 Pages
ISBN-13 : 9781118573648


Primer Of Applied Regression Analysis Of Variance 3e

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A textbook on the use of advanced statistical methods in healthcare sciences Primer of Applied Regression & Analysis of Variance is a textbook especially created for medical, public health, and social and environmental science students who need applied (not theoretical) training in the use of statistical methods. The book has been acclaimed for its user-friendly style that makes complicated material understandable to readers who do not have an extensive math background. The text is packed with learning aids that include chapter-ending summaries and end-of-chapter problems that quickly assess mastery of the material. Examples from biological and health sciences are included to clarify and illustrate key points. The techniques discussed apply to a wide range of disciplines, including social and behavioral science as well as health and life sciences. Typical courses that would use this text include those that cover multiple linear regression and ANOVA. Four completely new chapters Completely updated software information and examples

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Genre : Medical
Author : Stanton A. Glantz
Publisher : McGraw Hill Professional
Release : 2016-02-22
File : 1212 Pages
ISBN-13 : 9780071822442


Journal Of Official Statistics

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Genre : Statistical services
Author :
Publisher :
Release : 2011
File : 762 Pages
ISBN-13 : OSU:32435083066001


Handbook Of Applied Hydrology Second Edition

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Fully Updated Hydrology Principles, Methods, and Applications Thoroughly revised for the first time in 50 years, this industry-standard resource features chapter contributions from a “who’s who” of international hydrology experts. Compiled by a colleague of the late Dr. Chow, Chow’s Handbook of Applied Hydrology, Second Edition, covers scientific and engineering fundamentals and presents all-new methods, processes, and technologies. Complete details are provided for the full range of ecosystems and models. Advanced chapters look to the future of hydrology, including climate change impacts, extraterrestrial water, social hydrology, and water security. Chow’s Handbook of Applied Hydrology, Second Edition, covers: · The Fundamentals of Hydrology · Data Collection and Processing · Hydrology Methods · Hydrologic Processes and Modeling · Sediment and Pollutant Transport · Hydrometeorologic and Hydrologic Extremes · Systems Hydrology · Hydrology of Large River and Lake Basins · Applications and Design · The Future of Hydrology

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Genre : Technology & Engineering
Author : Vijay P. Singh
Publisher : McGraw Hill Professional
Release : 2016-03-07
File : 1438 Pages
ISBN-13 : 9780071835107


Analysis Of Experiments With Missing Data

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ONE FACTOR EXPERIMENTS; TWO WAY CLASSIFICATION MODELS; ONE WAY CLASSIFICATION MODEL; 2N FACTORIAL EXPERIMENTS; THREE WAY CLASSIFICATION MODELS; MINIMALLY CONNECTED DESIGNS; LEAST SQUARES GENERALIZED INVERSES; COMPUTER PROGRAMS.

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Genre : Mathematics
Author : Yadolah Dodge
Publisher :
Release : 1985-09-11
File : 536 Pages
ISBN-13 : UCAL:B4406680


A Data Acquisition And Analysis Handbook For Health Planners Volume 1

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Genre :
Author : Anthony Oreglia
Publisher :
Release : 1976
File : 784 Pages
ISBN-13 :


Secondary Data Analysis

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This wide-ranging yet practical book shows how the analysis of secondary data can provide unique opportunities for advancing psychological science. --Book Jacket.

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Genre : Psychology
Author : Kali H. Trzesniewski
Publisher : American Psychological Association (APA)
Release : 2011
File : 264 Pages
ISBN-13 : UOM:39076002904675


Applied Statistics

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Series C (Applied Statistics) of the Journal of the Royal Statistical Society was founded in 1952. It promotes papers that are driven by real life problems and that make a novel contribution to the subject.

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Genre : Statistics
Author :
Publisher :
Release : 1999
File : 1248 Pages
ISBN-13 : CORNELL:31924087286344