Imputation
 
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Flexible Imputation of Missing Data, Second Edition【電子書籍】[ Stef van Buuren ]

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<p>Missing data pose challenges to real-life data analysis. Simple ad-hoc fixes, like deletion or mean imputation, only work under highly restrictive conditions, which are often not met in practice. Multiple imputation replaces each missing value by multiple plausible values. The variability between these replacements reflects our ignorance of the true (but missing) value. Each of the completed data set is then analyzed by standard methods, and the results are pooled to obtain unbiased estimates with correct confidence intervals. Multiple imputation is a general approach that also inspires novel solutions to old problems by reformulating the task at hand as a missing-data problem.</p> <p>This is the second edition of a popular book on multiple imputation, focused on explaining the application of methods through detailed worked examples using the MICE package as developed by the author. This new edition incorporates the recent developments in this fast-moving field.</p> <p>This class-tested book avoids mathematical and technical details as much as possible: formulas are accompanied by verbal statements that explain the formula in accessible terms. The book sharpens the reader’s intuition on how to think about missing data, and provides all the tools needed to execute a well-grounded quantitative analysis in the presence of missing data.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 7,343円

(出版社)SAS Institute Multiple Imputation of Missing Data Using SAS 1冊 978-1-61290-452-8

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(出版社)SAS Institute Multiple Imputation of Missing Data Using SAS 1冊●著者:Berglund, Patricia/Heeringa, Steven G.●頁数他:164 p.●装丁:Paper●出版社:SAS Institute●発行日:2014/7/1 7,347円

Imputation of Adam's Sin IMPUTATION OF ADAMS SIN [ John Murray ]

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IMPUTATION OF ADAMS SIN John Murray P & R PUB CO1977 Paperback English ISBN:9780875523415 洋書 Social Science(社会科学) Religion 1,782円

Jesus' Blood and Righteousness Paul's Theology of Imputation【電子書籍】[ Brian Vickers ]

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<p>The question of whether Paul teaches that Christ's righteousness is imputed to the believer has been debated for roughly four hundred years. Some of the questions that arise are: What is the connection between Adam and the rest of the human race? How did Christ fulfill the role of the second or new Adam? How can the "ungodly" stand before a righteous God?</p> <p>In <em>Jesus' Blood and Righteousness</em>, Brian Vickers investigates the key Pauline texts linked historically to the topic of imputation. Though Vickers spends a good deal of time on the particulars of each text, he keeps one eye on the broader biblical horizon; like any doctrine, imputation must be investigated exegetically and synthetically. This book, and its conclusion that the imputation of Christ's righteousness is a legitimate and necessary synthesis of Paul's teaching, is a valuable contribution to the ongoing debate on imputation.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 2,213円

Imputation of the Active Obedience of Christ in the Westminster Standards IMPUTATION OF THE ACTIVE OBEDI (Explorations in Reformed Confessional Theology) [ Alan D. Strange ]

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IMPUTATION OF THE ACTIVE OBEDI Explorations in Reformed Confessional Theology Alan D. Strange REFORMATION HERITAGE BOOKS2019 Paperback English ISBN:9781601787149 洋書 Social Science(社会科学) Religion 1,584円

Visualization and Imputation of Missing Values With Applications in R【電子書籍】[ Matthias Templ ]

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<p>This book explores visualization and imputation techniques for missing values and presents practical applications using the statistical software R. It explains the concepts of common imputation methods with a focus on visualization, description of data problems and practical solutions using R, including modern methods of robust imputation, imputation based on deep learning and imputation for complex data. By describing the advantages, disadvantages and pitfalls of each method, the book presents a clear picture of which imputation methods are applicable given a specific data set at hand.</p> <p>The material covered includes the pre-analysis of data, visualization of missing values in incomplete data, single and multiple imputation, deductive imputation and outlier replacement, model-based methods including methods based on robust estimates, non-linear methods such as tree-based and deep learning methods, imputation of compositional data, imputation quality evaluation from visual diagnostics to precision measures, coverage rates and prediction performance and a description of different model- and design-based simulation designs for the evaluation. The book also features a topic-focused introduction to R and R code is provided in each chapter to explain the practical application of the described methodology.</p> <p>Addressed to researchers, practitioners and students who work with incomplete data, the book offers an introduction to the subject as well as a discussion of recent developments in the field. It is suitable for beginners to the topic and advanced readers alike.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 19,447円

Imputation of the Active Obedience of Christ in the Westminster Standards【電子書籍】[ Alan D. Strange ]

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<p>In this book, Alan D. Strange investigates the Westminster Assembly and the Westminster Standards to determine whether they affirmed the imputation of Christ’s active obedience as necessary for our justification. He also gives a survey of church history before and during the Reformation to see how the Assembly relates to the tradition before it. This study also reflects on the relation of imputation to federal theology, modern challenges to the doctrine, and important rules for interpreting the confessional document.</p> <p><strong>Table of Contents:</strong></p> <ol> <li>An Initial Approach to the Westminster Assembly’s Understanding of Christ’s Active Obedience</li> <li>Antecedents to Active Obedience in the Ancient and Medieval Church</li> <li>Active Obedience in the Reformation before the Westminster Assembly</li> <li>The Work of the Westminster Assembly and Active Obedience, Part 1</li> <li>The Work of the Westminster Assembly and Active Obedience, Part 2</li> <li>The Imputation of Christ’s Active Obedience throughout the Westminster Standards</li> <li>Active Obedience and Federal Theology</li> <li>The Place of Active Obedience in Confessional Interpretation</li> </ol>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 1,068円

Multiple Imputation of Missing Data Using SAS【電子書籍】[ Patricia Berglund ]

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<p>Find guidance on using SAS for multiple imputation and solving common missing data issues. Multiple Imputation of Missing Data Using SAS provides both theoretical background and constructive solutions for those working with incomplete data sets in an engaging example-driven format. It offers practical instruction on the use of SAS for multiple imputation and provides numerous examples that use a variety of public release data sets with applications to survey data. Written for users with an intermediate background in SAS programming and statistics, this book is an excellent resource for anyone seeking guidance on multiple imputation. The authors cover the MI and MIANALYZE procedures in detail, along with other procedures used for analysis of complete data sets. They guide analysts through the multiple imputation process, including evaluation of missing data patterns, choice of an imputation method, execution of the process, and interpretation of results. Topics discussed include how to deal with missing data problems in a statistically appropriate manner, how to intelligently select an imputation method, how to incorporate the uncertainty introduced by the imputation process, and how to incorporate the complex sample design (if appropriate) through use of the SAS SURVEY procedures. Discover the theoretical background and see extensive applications of the multiple imputation process in action. This book is part of the SAS Press program.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 3,315円

Multiple Imputation and its Application【電子書籍】[ James Carpenter ]

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<p><strong>A practical guide to analysing partially observed data.</strong></p> <p>Collecting, analysing and drawing inferences from data is central to research in the medical and social sciences. Unfortunately, it is rarely possible to collect all the intended data. The literature on inference from the resulting incomplete data is now huge, and continues to grow both as methods are developed for large and complex data structures, and as increasing computer power and suitable software enable researchers to apply these methods.</p> <p>This book focuses on a particular statistical method for analysing and drawing inferences from incomplete data, called Multiple Imputation (MI). MI is attractive because it is both practical and widely applicable. The authors aim is to clarify the issues raised by missing data, describing the rationale for MI, the relationship between the various imputation models and associated algorithms and its application to increasingly complex data structures.</p> <p><em>Multiple Imputation and its Application</em>:</p> <ul> <li>Discusses the issues raised by the analysis of partially observed data, and the assumptions on which analyses rest.</li> <li>Presents a practical guide to the issues to consider when analysing incomplete data from both observational studies and randomized trials.</li> <li>Provides a detailed discussion of the practical use of MI with real-world examples drawn from medical and social statistics.</li> <li>Explores handling non-linear relationships and interactions with multiple imputation, survival analysis, multilevel multiple imputation, sensitivity analysis via multiple imputation, using non-response weights with multiple imputation and doubly robust multiple imputation.</li> </ul> <p><em>Multiple Imputation and its Application</em> is aimed at quantitative researchers and students in the medical and social sciences with the aim of clarifying the issues raised by the analysis of incomplete data data, outlining the rationale for MI and describing how to consider and address the issues that arise in its application.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 10,001円

The Imputation Triangle: a Scriptural View An Explanation of Imputation and the Four Pillars of Spiritual Growth: Understanding Sin, Justification, Righteousness, and Sanctification【電子書籍】[ Dr. Glenn R. Tingling ]

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<p>In an age when very little doctrine is preached and taught, or when taught is slanted to fit denominational views, this unbiased look at the Scripture is refreshing and inspiring to those who seek to escape spiritual status quo.</p> <p>In this book, Dr. Tingling presents the doctrines of Imputation, Sin, Justification, Righteousness and Sanctification in a way that is not only biblically sound, but also in a manner that can be easily understood. It allows the Scripture to speak for itself. As such, it is not colored by denominational beliefs.</p> <p>Readers will understand the three aspects of Imputation; the many aspects of Sin; the key role of Justification by faith in salvation; the two types of Righteousness; and, the four aspects of Sanctification. This book helps believers understand more fully the doctrines which are the basis of our salvation and relationship with God. It educates instead of indoctrinates.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 607円

Multiple Imputation and its Application【電子書籍】[ James R. Carpenter ]

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<p><strong>Multiple Imputation and its Application</strong></p> <p><strong>The most up-to-date edition of a bestselling guide to analyzing partially observed data</strong></p> <p>In this comprehensively revised Second Edition of <em>Multiple Imputation and its Application,</em> a team of distinguished statisticians delivers an overview of the issues raised by missing data, the rationale for multiple imputation as a solution, and the practicalities of applying it in a multitude of settings.</p> <p>With an accessible and carefully structured presentation aimed at quantitative researchers, <em>Multiple Imputation and its Application</em> is illustrated with a range of examples and offers key mathematical details. The book includes a wide range of theoretical and computer-based exercises, tested in the classroom, which are especially useful for users of R or Stata. Readers will find:</p> <ul> <li>A comprehensive overview of one of the most effective and popular methodologies for dealing with incomplete data sets</li> <li>Careful discussion of key concepts</li> <li>A range of examples illustrating the key ideas</li> <li>Practical advice on using multiple imputation</li> <li>Exercises and examples designed for use in the classroom and/or private study</li> </ul> <p>Written for applied researchers looking to use multiple imputation with confidence, and for methods researchers seeking an accessible overview of the topic, <em>Multiple Imputation and its Application</em> will also earn a place in the libraries of graduate students undertaking quantitative analyses.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 10,211円

Principle of Criminal Imputation for Negligence Crime Involving Artificial Intelligence【電子書籍】[ Shuhong Zhao ]

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<p>This book provides an in-depth discussion of the theoretical and practical issues of criminal imputation for negligence crime involving artificial intelligence. Accordingly, this study combines</p> <p>the imputation challenges brought about by AI with traditional criminal imputation theory and analyses imputation for negligence crime involving AI from three aspects: the basic principles, structure, and results of imputation for negligence crime involving AI. The traditional theory of imputation is discussed in detail. The readership is a group of people interested in this topic, including, in particular, interested laymen, undergraduate students and postgraduate researchers. The highlights of this book are it identifies the imputation challenges bought about by AI, reveals the theoretical and practical gap in the criminal imputation of negligent crimes involving AI, and provides an in-depth and creative ideas of criminal imputation for the negligent crimes involving AI.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 17,016円

Applied Multiple Imputation Advantages, Pitfalls, New Developments and Applications in R【電子書籍】[ Kristian Kleinke ]

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<p>This book explores missing data techniques and provides a detailed and easy-to-read introduction to multiple imputation, covering the theoretical aspects of the topic and offering hands-on help with the implementation. It discusses the pros and cons of various techniques and concepts, including multiple imputation quality diagnostics, an important topic for practitioners. It also presents current research and new, practically relevant developments in the field, and demonstrates the use of recent multiple imputation techniques designed for situations where distributional assumptions of the classical multiple imputation solutions are violated. In addition, the book features numerous practical tutorials for widely used R software packages to generate multiple imputations (norm, pan and mice). The provided R code and data sets allow readers to reproduce all the examples and enhance their understanding of the procedures. This book is intended for social and health scientists and other quantitative researchers who analyze incompletely observed data sets, as well as master’s and PhD students with a sound basic knowledge of statistics.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 7,900円

Multiple Imputation in Practice With Examples Using IVEware【電子書籍】[ Trivellore Raghunathan ]

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<p><strong>Multiple Imputation in Practice: With Examples Using IVEware</strong> provides practical guidance on multiple imputation analysis, from simple to complex problems using real and simulated data sets. Data sets from cross-sectional, retrospective, prospective and longitudinal studies, randomized clinical trials, complex sample surveys are used to illustrate both simple, and complex analyses.</p> <p>Version 0.3 of IVEware, the software developed by the University of Michigan, is used to illustrate analyses. IVEware can multiply impute missing values, analyze multiply imputed data sets, incorporate complex sample design features, and be used for other statistical analyses framed as missing data problems. IVEware can be used under Windows, Linux, and Mac, and with software packages like SAS, SPSS, Stata, and R, or as a stand-alone tool.</p> <p>This book will be helpful to researchers looking for guidance on the use of multiple imputation to address missing data problems, along with examples of correct analysis techniques.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 8,278円

Counted Righteous in Christ? Should We Abandon the Imputation of Christ's Righteousness?【電子書籍】[ John Piper ]

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<p>Are Christians merely forgiven, or do they possess the righteousness of Christ? Recently the time-honored understanding of the doctrine of justification has come under attack. Many question how-or if-we receive the full righteousness of Christ.</p> <p>Martin Luther said that if we understand justification "we are in the clearest light; if we do not know it, we dwell in the densest darkness." And now, in this new and important book, John Piper accepts Luther's challenge. He points out that we need to see ourselves as having been recipients of the imputation of Christ's righteousness and therefore enjoy full acceptance with God and the everlasting inheritance of life and joy.</p> <p>Piper writes as both a pastor and a scholar. His pastor's heart is shown in his zeal for the welfare of the church. His careful scholarship is evident in each explanation and undergirds each conclusion.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 1,844円

Multiple Imputation of Missing Data in Practice Basic Theory and Analysis Strategies【電子書籍】[ Yulei He ]

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<p><strong>Multiple Imputation of Missing Data in Practice: Basic Theory and Analysis Strategies</strong> provides a comprehensive introduction to the multiple imputation approach to missing data problems that are often encountered in data analysis. Over the past 40 years or so, multiple imputation has gone through rapid development in both theories and applications. It is nowadays the most versatile, popular, and effective missing-data strategy that is used by researchers and practitioners across different fields. There is a strong need to better understand and learn about multiple imputation in the research and practical community.</p> <p>Accessible to a broad audience, this book explains statistical concepts of missing data problems and the associated terminology. It focuses on how to address missing data problems using multiple imputation. It describes the basic theory behind multiple imputation and many commonly-used models and methods. These ideas are illustrated by examples from a wide variety of missing data problems. Real data from studies with different designs and features (e.g., cross-sectional data, longitudinal data, complex surveys, survival data, studies subject to measurement error, etc.) are used to demonstrate the methods. In order for readers not only to know how to use the methods, but understand why multiple imputation works and how to choose appropriate methods, simulation studies are used to assess the performance of the multiple imputation methods. Example datasets and sample programming code are either included in the book or available at a github site (github.com/he-zhang-hsu/multiple_imputation_book).</p> <p>Key Features</p> <ol> <li></li> <li>Provides an overview of statistical concepts that are useful for better understanding missing data problems and multiple imputation analysis</li> <li></li> <li>Provides a detailed discussion on multiple imputation models and methods targeted to different types of missing data problems (e.g., univariate and multivariate missing data problems, missing data in survival analysis, longitudinal data, complex surveys, etc.)</li> <li></li> <li>Explores measurement error problems with multiple imputation</li> <li></li> <li>Discusses analysis strategies for multiple imputation diagnostics</li> <li></li> <li>Discusses data production issues when the goal of multiple imputation is to release datasets for public use, as done by organizations that process and manage large-scale surveys with nonresponse problems</li> <li></li> <li>For some examples, illustrative datasets and sample programming code from popular statistical packages (e.g., SAS, R, WinBUGS) are included in the book. For others, they are available at a github site (github.com/he-zhang-hsu/multiple_imputation_book)</li> </ol>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 8,945円

Francis Bacon's Apologie, in Certaine Imputations Concerning the Late Earle of Essex (Illustrated)【電子書籍】[ Francis Bacon ]

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<p>The book has an active table of contents for easy access to each volume and section.</p> <p>Francis Bacon was a great English philosopher and one of the founders of the modern system of political philosophy. He is in the row with the greatest thinkers as Isaac Newton, John Locke, Immanuel Kant, Thomas Hobbes, and Jean Rousseau. Their collected thoughts have had strong influence on building the foundation of the United States and its endeavor of open society.</p> <p>Bacon was appointed as a part of the legal team headed by the Attorney General Sir Edward Coke to investigate the charges against Essex in 1601. After a number of Essex's followers confessed that he had planned a rebellion against the Queen Elizabeth, Essex was executed for treason in 1601. After the execution, the Queen ordered Bacon to write the official government account of the trial, which was later published as A DECLARATION OF THE PRACTICES AND TREASONS ATTEMPTED AND COMMITTED BY ROBERT LATE EARLE OF ESSEX AND HIS COMPLICES, AGAINST HER MAJESTIE AND HER KINGDOMS.</p> <p>Francis Bacon’s APOLOGIES was published in 1604, after the succession of James I, to defend his proceedings in the case of Essex since Essex had contributed and supported James to succeed to the seat. The essay is regarded as one of the most important legal writings by Bacon and is seen as an effort by Bacon who attempted to express his views about the legal systems of England and put his influence on building the systems in a theoretical way.</p> <p>Bacon is forever remembered as essential enabler, reformer, philosophical advocate, and practitioner of the scientific method during the scientific revolution through his extremely influential works. His works have produced great influence on modern science. His view to the real world became widely recognised as the foremost philosophical and scientific voice. Bacon’s influence has been felt in nearly every field of the humanities and sciences.</p> <p>This book is one of the most important ones about the thoughts of philosophic methodology and legal systems by Francis Bacon, one of the greatest thinkers of modern philosophy and scientists on the planet.</p>画面が切り替わりますので、しばらくお待ち下さい。 ※ご購入は、楽天kobo商品ページからお願いします。※切り替わらない場合は、こちら をクリックして下さい。 ※このページからは注文できません。 158円