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Graphic modelling is a form of multivariate analysis that uses graphs to represent models. These graphs display the structure of dependencies, both associational and causal, between the variables in the model. This textbook provides an introduction to graphical modelling with emphasis on applications and practicalities rather than on a formal development. It is based on the popular software package for graphical modelling, MIM, a freeware version of which can be downloaded from the Internet. Following an introductory chapter which sets the scene and describes some of the basic ideas of graphical modelling, subsequent chapters describe particular families of models, including log-linear models, Gaussian models, and models for mixed discrete and continuous variables. Further chapters cover hypothesis testing and model selection. Chapters 7 and 8 are new to the second edition. Chapter 7 describes the use of directed graphs, chain graphs, and other graphs. Chapter 8 summarizes some recent work on causal inference, relevant when graphical models are given a causal interpretation. This book will provide a useful introduction to this topic for students and researchers.
Graphical modeling (Statistics) --- AA / International- internationaal --- 302 --- 303.0 --- Opmaak en presentatie van statistische reeksen en tabellen. Grafieken. --- Statistische technieken in econometrie. Wiskundige statistiek (algemene werken en handboeken). --- Graphical modeling (Statistics). --- Multivariate analysis --- Opmaak en presentatie van statistische reeksen en tabellen. Grafieken --- Statistische technieken in econometrie. Wiskundige statistiek (algemene werken en handboeken) --- Graphic methods --- Mathematical models. --- Statistics . --- Mathematical Modeling and Industrial Mathematics. --- Statistical Theory and Methods. --- Statistical analysis --- Statistical data --- Statistical methods --- Statistical science --- Mathematics --- Econometrics --- Models, Mathematical --- Simulation methods
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