03506nam 22006852 450 991078443800332120230710234910.01-107-14754-91-280-54050-80-511-79092-90-511-21527-40-511-21706-40-511-21169-40-511-31569-40-511-21346-8(CKB)1000000000353344(EBL)266572(OCoLC)171139114(SSID)ssj0000194111(PQKBManifestationID)11156999(PQKBTitleCode)TC0000194111(PQKBWorkID)10226477(PQKB)10452516(MiAaPQ)EBC266572(UkCbUP)CR9780511790928(PPN)181158892(EXLCZ)99100000000035334420100611d2004|||| uy 0engur|||||||||||txtrdacontentcrdamediacrrdacarrierLongitudinal and panel data analysis and applications in the social sciences /Edward W. FreesCambridge :Cambridge University Press,2004.1 online resource (xvi, 467 pages) illustrations; digital, PDF file(s)0-521-53538-7 0-521-82828-7 Includes bibliography 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.Longitudinal & Panel DataSocial sciencesResearchStatistical methodsLongitudinal methodPanel analysisSocial sciencesMathematical modelsSocial sciencesStatistical methodsSocial sciencesResearchStatistical methods.Longitudinal method.Panel analysis.Social sciencesMathematical models.Social sciencesStatistical methods.300/.72/7Frees Edward W.497337UkCbUPUkCbUPBOOK9910784438003321Longitudinal and panel data752858UNINA