03616nam 2200709Ia 450 991081926470332120200520144314.01-107-14754-91-280-54050-80-511-79092-90-511-21527-40-511-21706-40-511-21169-40-511-31569-40-511-21346-8(CKB)1000000000353344(EBL)266572(OCoLC)171139114(SSID)ssj0000194111(PQKBManifestationID)11156999(PQKBTitleCode)TC0000194111(PQKBWorkID)10226477(PQKB)10452516(MiAaPQ)EBC266572(UkCbUP)CR9780511790928(PPN)181158892(EXLCZ)99100000000035334420040129d2004 uy 0engur|||||||||||txtrdacontentcrdamediacrrdacarrierLongitudinal and panel data analysis and applications in the social sciences /Edward W. Frees1st ed.Cambridge, UK ;New York Cambridge University Press20041 online resource (xvi, 467 pages) digital, PDF file(s)Title from publisher's bibliographic system (viewed on 05 Oct 2015).0-521-53538-7 0-521-82828-7 Includes bibliographical references (p. 451-462) and index.Cover; Half-title; Title; Copyright; Contents; Preface; 1 Introduction; 2 Fixed-Effects Models; 3 Models with Random Effects; 4 Prediction and Bayesian Inference; 5 Multilevel Models; 6 Stochastic Regressors; 7 Modeling Issues; 8 Dynamic Models; 9 Binary Dependent Variables; 10 Generalized Linear Models; 11 Categorical Dependent Variables and Survival Models; Appendix A Elements of Matrix Algebra; Appendix B Normal Distribution; Appendix C Likelihood-Based Inference; Appendix D State Space Model and the Kalman Filter; Appendix E Symbols and Notation; Appendix F Selected Longitudinal and Panel Data Sets; References; IndexThis focuses on models and data that arise from repeated observations of a cross-section of individuals, households or companies. These models have found important applications within business, economics, education, political science and other social science disciplines. The author introduces the foundations of longitudinal and panel data analysis at a level suitable for quantitatively oriented graduate social science students as well as individual researchers. He emphasizes mathematical and statistical fundamentals but also describes substantive applications from across the social sciences, showing the breadth and scope that these models enjoy. The applications are enhanced by real-world data sets and software programs in SAS and Stata.Social sciencesResearchStatistical methodsLongitudinal methodPanel analysisSocial sciencesMathematical modelsSocial sciencesStatistical methodsSocial sciencesResearchStatistical methods.Longitudinal method.Panel analysis.Social sciencesMathematical models.Social sciencesStatistical methods.300/.72/7Frees Edward W497337MiAaPQMiAaPQMiAaPQBOOK9910819264703321Longitudinal and panel data752858UNINA