03513nam 22005895 450 991089799100332120250325165625.09783031563188303156318210.1007/978-3-031-56318-8(CKB)36383084800041(MiAaPQ)EBC31735068(Au-PeEL)EBL31735068(DE-He213)978-3-031-56318-8(EXLCZ)993638308480004120241021d2024 u| 0engur|||||||||||txtrdacontentcrdamediacrrdacarrierDependent Data in Social Sciences Research Forms, Issues, and Methods of Analysis /edited by Mark Stemmler, Wolfgang Wiedermann, Francis L. Huang2nd ed. 2024.Cham :Springer International Publishing :Imprint: Springer,2024.1 online resource (785 pages)9783031563171 3031563174 Growth Curve Modeling -- Directional Dependence -- Dydatic Data Modeling -- Item Response Modeling -- Other Methods for the Analyses of Dependent Data.This second edition presents a variety of up-to-date statistical issues with regard to dependent or longitudinal data such as continuous time modeling, growth curve modeling, dynamic modeling, network analysis, Bayesian network analysis, directional dependence, multilevel analysis, item response modeling (IRT), estimation of missing data of longitudinal data and other methods for the analysis of dependent data (e.g., configural frequency analysis, ecological momentary assessment, and unobserved within-group individual differences). It presents contributions on handling data in which the postulate of independence in the data matrix is violated. When this postulate is violated and when the methods assuming independence are still applied, the estimated parameters are likely to be biased, and statistical decisions are very likely to be incorrect. Problems associated with dependence in data have been known for a long time, and led to the development of tailored methods for the analysis of dependent data in various areas of statistical analysis. In addition, R-scripts to recapture the presented content are provided. Researchers and graduate students in the social and behavioral sciences, education, econometrics, mathematics, biology, physics and medicine will find this up-to-date overview of modern statistical approaches for dealing with problems related to dependent data particularly useful.Social sciencesStatistical methodsStatisticsPsychometricsStatistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public PolicyStatistical Theory and MethodsPsychometricsSocial sciencesStatistical methods.Statistics.Psychometrics.Statistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public Policy.Statistical Theory and Methods.Psychometrics.300.721Stemmler Mark721626Wiedermann Wolfgang1732770Huang Francis L283073MiAaPQMiAaPQMiAaPQBOOK9910897991003321Dependent Data in Social Sciences Research4211956UNINA