Essays On Finite Mixture Models PDF Download
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Author | : Abram van Dijk |
Publisher | : Rozenberg Publishers |
Total Pages | : 138 |
Release | : 2009 |
Genre | : |
ISBN | : 9036101344 |
Download Essays on finite mixture models Book in PDF, ePub and Kindle
Finite mixture distributions are a weighted average of a finite number of distributions. The latter are usually called the mixture components. The weights are usually described by a multinomial distribution and are sometimes called mixing proportions. The mixture components may be the same type of distributions with di®erent parameter values but they may also be completely different distributions. Therefore, finite mixture distributions are very °exible for modeling data. They are frequently used as a building block within many modern econometric models. The specification of the mixture distribution depends on the modeling problem at hand. In this thesis, we introduce new applications of finite mixtures to deal with several di®erent modeling issues. Each chapter of the thesis focusses on a specific modeling issue. The parameters of some of the resulting models can be estimated using standard techniques but for some of the chapters we need to develop new estimation and inference methods. To illustrate how the methods can be applied, we analyze at least one empirical data set for each approach. These data sets cover a wide range of research fields, such as macroeconomics, marketing, and political science. We show the usefulness of the methods and, in some cases, the improvement over previous methods in the literature.
Author | : Shalabh |
Publisher | : Springer Science & Business Media |
Total Pages | : 448 |
Release | : 2008-07-11 |
Genre | : Mathematics |
ISBN | : 3790820644 |
Download Recent Advances in Linear Models and Related Areas Book in PDF, ePub and Kindle
This collection contains invited papers by distinguished statisticians to honour and acknowledge the contributions of Professor Dr. Dr. Helge Toutenburg to Statistics on the occasion of his sixty-?fth birthday. These papers present the most recent developments in the area of the linear model and its related topics. Helge Toutenburg is an established statistician and currently a Professor in the Department of Statistics at the University of Munich (Germany) and Guest Professor at the University of Basel (Switzerland). He studied Mathematics in his early years at Berlin and specialized in Statistics. Later he completed his dissertation (Dr. rer. nat. ) in 1969 on optimal prediction procedures at the University of Berlin and completed the post-doctoral thesis in 1989 at the University of Dortmund on the topic of mean squared error superiority. He taught at the Universities of Berlin, Dortmund and Regensburg before joining the University of Munich in 1991. He has various areas of interest in which he has authored and co-authored over 130 research articles and 17 books. He has made pioneering contributions in several areas of statistics, including linear inference, linear models, regression analysis, quality engineering, Taguchi methods, analysis of variance, design of experiments, and statistics in medicine and dentistry.
Author | : Nizar Bouguila |
Publisher | : Springer |
Total Pages | : 355 |
Release | : 2019-08-13 |
Genre | : Technology & Engineering |
ISBN | : 3030238768 |
Download Mixture Models and Applications Book in PDF, ePub and Kindle
This book focuses on recent advances, approaches, theories and applications related to mixture models. In particular, it presents recent unsupervised and semi-supervised frameworks that consider mixture models as their main tool. The chapters considers mixture models involving several interesting and challenging problems such as parameters estimation, model selection, feature selection, etc. The goal of this book is to summarize the recent advances and modern approaches related to these problems. Each contributor presents novel research, a practical study, or novel applications based on mixture models, or a survey of the literature. Reports advances on classic problems in mixture modeling such as parameter estimation, model selection, and feature selection; Present theoretical and practical developments in mixture-based modeling and their importance in different applications; Discusses perspectives and challenging future works related to mixture modeling.
Author | : Marius Ionut Ochea |
Publisher | : Rozenberg Publishers |
Total Pages | : 217 |
Release | : 2010 |
Genre | : |
ISBN | : 905170688X |
Download Essay on Nonlinear evolutionary game dynamics Book in PDF, ePub and Kindle
Author | : Vijay Nair |
Publisher | : World Scientific |
Total Pages | : 698 |
Release | : 2007 |
Genre | : Mathematics |
ISBN | : 9812708294 |
Download Advances in Statistical Modeling and Inference Book in PDF, ePub and Kindle
There have been major developments in the field of statistics over the last quarter century, spurred by the rapid advances in computing and data-measurement technologies. These developments have revolutionized the field and have greatly influenced research directions in theory and methodology. Increased computing power has spawned entirely new areas of research in computationally-intensive methods, allowing us to move away from narrowly applicable parametric techniques based on restrictive assumptions to much more flexible and realistic models and methods. These computational advances have also led to the extensive use of simulation and Monte Carlo techniques in statistical inference. All of these developments have, in turn, stimulated new research in theoretical statistics. This volume provides an up-to-date overview of recent advances in statistical modeling and inference. Written by renowned researchers from across the world, it discusses flexible models, semi-parametric methods and transformation models, nonparametric regression and mixture models, survival and reliability analysis, and re-sampling techniques. With its coverage of methodology and theory as well as applications, the book is an essential reference for researchers, graduate students, and practitioners.
Author | : Vijay Nair |
Publisher | : World Scientific |
Total Pages | : 698 |
Release | : 2007-03-15 |
Genre | : Mathematics |
ISBN | : 9814476617 |
Download Advances In Statistical Modeling And Inference: Essays In Honor Of Kjell A Doksum Book in PDF, ePub and Kindle
There have been major developments in the field of statistics over the last quarter century, spurred by the rapid advances in computing and data-measurement technologies. These developments have revolutionized the field and have greatly influenced research directions in theory and methodology. Increased computing power has spawned entirely new areas of research in computationally-intensive methods, allowing us to move away from narrowly applicable parametric techniques based on restrictive assumptions to much more flexible and realistic models and methods. These computational advances have also led to the extensive use of simulation and Monte Carlo techniques in statistical inference. All of these developments have, in turn, stimulated new research in theoretical statistics.This volume provides an up-to-date overview of recent advances in statistical modeling and inference. Written by renowned researchers from across the world, it discusses flexible models, semi-parametric methods and transformation models, nonparametric regression and mixture models, survival and reliability analysis, and re-sampling techniques. With its coverage of methodology and theory as well as applications, the book is an essential reference for researchers, graduate students, and practitioners.
Author | : Kai Ming Lee |
Publisher | : Rozenberg Publishers |
Total Pages | : 150 |
Release | : 2010 |
Genre | : |
ISBN | : 9036101697 |
Download Filtering None-Linear State Space Models. Methods and Economic Applications Book in PDF, ePub and Kindle
Author | : Hok Shing Kwong |
Publisher | : |
Total Pages | : |
Release | : 2020 |
Genre | : |
ISBN | : |
Download Contributions to Finite Mixture Models with Applications Book in PDF, ePub and Kindle
Author | : Andrey M. Lizyayev |
Publisher | : Rozenberg Publishers |
Total Pages | : 136 |
Release | : 2010 |
Genre | : |
ISBN | : 9036101875 |
Download Stochastic dominance in portfolio analysis and asset pricing Book in PDF, ePub and Kindle
Author | : Assil Al- Ibrahim |
Publisher | : Rozenberg Publishers |
Total Pages | : 253 |
Release | : 2010 |
Genre | : |
ISBN | : 9036101743 |
Download Dynamic Delay Management at Railways. Semi-Markovian Decision Approach Book in PDF, ePub and Kindle