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This book provides a comprehensive treatment on modeling approaches for non-Gaussian repeated measures, possibly subject to incompleteness. The authors begin with models for the full marginal distribution of the outcome vector. This allows model fitting to be based on maximum likelihood principles, immediately implying inferential tools for all parameters in the models. At the same time, they formulate computationally less complex alternatives, including generalized estimating equations and pseudo-likelihood methods. They then briefly introduce conditional models and move on to the random-effects family, encompassing the beta-binomial model, the probit model and, in particular the generalized linear mixed model. Several frequently used procedures for model fitting are discussed and differences between marginal models and random-effects models are given attention The authors consider a variety of extensions, such as models for multivariate longitudinal measurements, random-effects models with serial correlation, and mixed models with non-Gaussian random effects. They sketch the general principles for how to deal with the commonly encountered issue of incomplete longitudinal data. The authors critique frequently used methods and propose flexible and broadly valid methods instead, and conclude with key concepts of sensitivity analysis. Without putting too much emphasis on software, the book shows how the different approaches can be implemented within the SAS software package. The text is organized so the reader can skip the software-oriented chapters and sections without breaking the logical flow. Geert Molenberghs is Professor of Biostatistics at the Universiteit Hasselt in Belgium and has published methodological work on surrogate markers in clinical trials, categorical data, longitudinal data analysis, and the analysis of non-response in clinical and epidemiological studies. He served as Joint Editor for Applied Statistics (2001–2004) and as Associate Editor for several journals, including Biometrics and Biostatistics. He was President of the International Biometric Society (2004–2005). He was elected Fellow of the American Statistical Association and received the Guy Medal in Bronze from the Royal Statistical Society. Geert Verbeke is Professor of Biostatistics at the Biostatistical Centre of the Katholieke Universiteit Leuven in Belgium. He has published a number of methodological articles on various aspects of models for longitudinal data analyses, with particular emphasis on mixed models. Geert Verbeke is Past President of the Belgian Region of the International Biometric Society, International Program Chair for the International Biometric Conference in Montreal (2006), and Joint Editor of the Journal of the Royal Statistical Society, Series A (2005–2008). He has served as Associate Editor for several journals including Biometrics and Applied Statistics. The authors also wrote a monograph on linear mixed models for longitudinal data (Springer, 2000) and received the American Statistical Association's Excellence in Continuing Education Award, based on short courses on longitudinal and incomplete data at the Joint Statistical Meetings of 2002 and 2004. .

Longitudinal method --- Multivariate analysis --- Academic collection --- 519.22 --- 519.23 --- 57.087.1 --- 681.3*G16 --- Multivariate distributions --- Multivariate statistical analysis --- Statistical analysis, Multivariate --- Analysis of variance --- Mathematical statistics --- Matrices --- Longitudinal research --- Longitudinal studies --- Methodology --- Research --- Social sciences --- 681.3*G16 Optimization: constrained optimization; gradient methods; integer programming; least squares methods; linear programming; nonlinear programming (Numericalanalysis) --- Optimization: constrained optimization; gradient methods; integer programming; least squares methods; linear programming; nonlinear programming (Numericalanalysis) --- 57.087.1 Biometry. Statistical study and treatment of biological data --- Biometry. Statistical study and treatment of biological data --- 519.23 Statistical analysis. Inference methods --- Statistical analysis. Inference methods --- 519.22 Statistical theory. Statistical models. Mathematical statistics in general --- Statistical theory. Statistical models. Mathematical statistics in general --- #SBIB:303H520 --- Methoden sociale wetenschappen: techniek van de analyse, algemeen --- Longitudinal method. --- Multivariate analysis. --- Analyse multivariée --- Méthode longitudinale --- EPUB-LIV-FT LIVSTATI SPRINGER-B --- Distribution (Probability theory. --- Mathematical statistics. --- Statistics. --- Probability Theory and Stochastic Processes. --- Statistical Theory and Methods. --- Statistics for Life Sciences, Medicine, Health Sciences. --- Statistical analysis --- Statistical data --- Statistical methods --- Statistical science --- Mathematics --- Econometrics --- Statistical inference --- Statistics, Mathematical --- Statistics --- Probabilities --- Sampling (Statistics) --- Distribution functions --- Frequency distribution --- Characteristic functions --- Probabilities. --- Statistics . --- Probability --- Combinations --- Chance --- Least squares --- Risk

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Internal politics --- Belgium --- Maatschappij --- Politiek --- Politique --- Société --- politiek --- verkiezingen --- politieke ethiek --- volksvertegenwoordiging --- democratie --- Political culture --- -Academic collection --- #SBIB:35H6019 --- #SBIB:324H30 --- #SBIB:324H40 --- #SBIB:IO --- #SBIB:003.IO --- #SBIB:35H500 --- #SBIB:35H501 --- #ECO:01.11:economie politiek economisch perspectief --- 324 <493> --- #A9712A --- Culture --- Political science --- 32 --- History --- -Bestuur en beleid: nationale en regionale studies: België --- Politieke cultuur --- Politieke structuren: algemeen --- Bestuur en samenleving: algemene werken --- Bestuur en samenleving: netwerken, inspraak, participatie, interactief beleid --- Netherlands --- Politics and government --- -Politiek --- beleid --- Hervormingen --- Instellingen --- Openbaarheid van Bestuur --- Legitimiteit --- Ethiek --- Hulpwetenschappen --- politieke wetenschappen --- politieke wetenschappen. --- -politiek --- -Internal politics --- -Political culture --- The Netherlands --- Pays-Bas --- Países Baixos --- Holland --- Spanish Netherlands --- Pays-Bas espagnols --- Austrian Netherlands --- Pays-Bas autrichiens --- Oostenrijkse Nederlanden --- Southern Netherlands --- Pays-Bas méridionaux --- Zuidelijke Nederlanden --- Niderlandy --- Belanda --- Nederland --- Koninkrijk der Nederlanden --- Reino dos Países Baixos --- Royaume des Pays-Bas --- Kingdom of the Netherlands --- Países Bajos --- Holanda --- Nederlân --- Hulanda --- Beulanda --- Niderland --- Niderlande --- هولندا --- مملكة هولندا --- Mamlakat Hūlandā --- Olanda --- Payis-Bâs --- Países Baxos --- Aynacha Jach'a Markanaka --- Nirlan --- Niderland Krallığı --- Kē-tē-kok --- Landa --- Kerajaan Landa --- Нидерландтар --- Niderlandtar --- Нидерландтар Короллеге --- Niderlandtar Korollege --- Нідэрланды --- Каралеўства Нідэрланды --- Karaleŭstva Nidėrlandy --- Nederlands --- Niadaland --- Holandija --- Kraljevina Holandija --- Izelvroioù --- Нидерландия --- Niderlandii︠a︡ --- Кралство Нидерландия --- Kralstvo Niderlandii︠a︡ --- Països Baixos --- Нидерландсем --- Niderlandsem --- Нидерландсен Патшалăхĕ --- Niderlandsen Patshalăkhĕ --- Nizozemsko --- Paesi Bassi --- Regnu di i Paesi Bassi --- Iseldiroedd --- Nederlandene --- Niederlande --- Kéyah Wóyahgo Siʼánígíí --- Nižozemska --- Kralojstwo Nederlandow --- Madalmaad --- Ολλανδία --- Ollandia --- Hollandia --- Κάτω Χώρες --- Katō Chōres --- Βασίλειο των Κάτω Χωρών --- Vasileio tōn Katō Chōrōn --- Nederlando --- Reĝlando Nederlando --- Paisis Bajus --- Herbehereak --- Herbehereetako Erresumaren --- هلند --- Huland --- Niðurlond --- Háland --- Paîs Bas --- Neerlande --- Ísiltír --- Ríocht na hÍsiltíre --- Çheer Injil --- Çheer y Vagheragh --- Reeriaght ny Çheer Injil --- Tìrean Ìsle --- Hò-làn --- Недерлендин Нутг --- Nederlendin Nutg --- 네덜란드 --- Nedŏllandŭ --- Hōlani --- Nederlandia --- Pais Basse --- Regno del Paises Basse --- Нидерландтæ --- Niderlandtæ --- Нидерландты Къаролад --- Niderlandty Kʺarolad --- Konungsríkið Holland --- הולנד --- Holand --- ממלכת ארצות השפלה --- Mamlekhet Artsot ha-Shefelah --- Walanda --- Hollandi --- Нидерландла --- Niderlandla --- Нидерландланы Королевствосу --- Niderlandlany Korolevstvosu --- Néderlandzkô --- Нидерланд --- Iseldiryow --- Ubuholandi --- Ubuhorandi --- Nederilande --- Нидерланддар --- Niderlanddar --- Uholanzi --- Ufalme wa Nchi za Chini --- Нидерландъяс --- Niderlandʺi︠a︡s --- Нидерландъяс Корольув --- Niderlandʺi︠a︡s Korolʹuv --- Peyiba --- Holenda --- Keyatiya Nederlandan --- Payises Bashos --- פאייסיס באשוס --- Nīderlandeja --- Batavia --- Regni Nederlandiarum --- Nīderlandes Karaliste --- Nyderlandai --- Nyderlandų Karalystė --- Paixi Basci --- Paes Bass --- Ulanda --- Holland Királyság --- Keninkryk fan 'e Nederlannen --- Reino di Hulanda --- Холандија --- Кралство Холандија --- Kralstvo Holandija --- Pajjiżi l-Baxxi --- Hōrana --- Недерлатт --- Nederlatt --- Оцязорксши Недерлатт --- Ot︠s︡i︠a︡zorksshi Nederlatt --- Нидерландын Вант Улс --- Niderlandyn Vant Uls --- Tlanitlālpan --- Huēyitlahtohcāyōtl in Tlanitlālpan --- Eben Eyong --- Nederlaand --- オランダ --- Oranda --- オランダ王国 --- Oranda Ōkoku --- Ulanna --- Nethiland --- Nederlande --- Holandska --- Academic collection --- Bestuur en beleid: nationale en regionale studies: België

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History of the Netherlands

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architectuur --- architectural criticism --- Architecture --- architecture [discipline] --- architectuurkritiek --- Bekaert, Geert --- Philosophy --- Philosophie --- Academic collection --- 72.01 --- 72.03 --- 720.1 --- Architectuur (theorie) --- Architectuurtheorie --- Architectuurtheorie. Bouwprincipes. Esthetica van de bouwkunst. Filosofie van de bouwkunst --- Bouwstijlen. Architectuurscholen. Architectuurstromingen. Bouwkunst: periodenen invloeden --- Arts Architecture Philosophy and theory --- Bekaert, Geert, --- 72.03 Bouwstijlen. Architectuurscholen. Architectuurstromingen. Bouwkunst: periodenen invloeden --- 72.01 Architectuurtheorie. Bouwprincipes. Esthetica van de bouwkunst. Filosofie van de bouwkunst --- 72.01 Theory and philosophy of architecture. Principles of design, proportion, optical effect --- Theory and philosophy of architecture. Principles of design, proportion, optical effect --- architectural theory