Issues Estimation Latent Variable by Pennoni Fulvia (14 results)

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Language: English
Published by VDM Verlag Dr. Mueller Aktiengesellschaft & Co. KG, 2014
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Taschenbuch. Condition: Neu. Issues on the Estimation of Latent Variable and Latent Class Models | With Applications in the Social Sciences | Fulvia Pennoni | Taschenbuch | 144 S. | Englisch | 2014 | Scholars' Press | EAN 9783639716580 | Verantwortliche Person für die EU: OmniScriptum GmbH & Co. KG, Bahnhofstr. 28, 66111 Saarbrü…cken, info[at]akademikerverlag[dot]de | Anbieter: preigu.

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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book is made of different research problems which have in common the presence of latent variables. In the first part undirected and directed graphical models are considered and in the case of Gaussian continuous variables the a…uthor shows that the specification of a complex multivariate distribution through univariate regressions induced by a Directed Acyclic Graph (DAG) can be regarded as a simplification. The Expectation-Maximization algorithm is considered for the maximum likelihood estimation of the model parameters and the author illustrates a method for obtaining an explicit formula of the observed information matrix by using the missing information principle. An essential background on the latent class model is given and its extension to study latent changes over time. The hidden Markov model is presented consisting of hidden states and observed variables both varying over time. The latent class cluster model is extended by proposing a latent model which also incorporates the longitudinal structure of the data by using a local likelihood approach. Some examples illustrate the use of the models in the social sciences. A detailed bibliograhy is provided. 144 pp. Englisch.

Language: English
Published by VDM Verlag Dr. Mueller Aktiengesellschaft & Co. KG, 2014
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Pennoni FulviaFulvia Pennoni is Assistant Professor of Statistics at University of Milano-Bicocca, Milano, Italy, Department of Statistics and Quantitative Methods. Her areas of expertise and research i…nclude topics such as graphical.

Language: English
Published by VDM Verlag Dr. Mueller Aktiengesellschaft & Co. KG, 2014
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Taschenbuch. Condition: Neu. This item is printed on demand - Print on Demand Titel. Neuware -This book is made of different research problems which have in common the presence of latent variables. In the first part undirected and directed graphical models are considered and in the case of Gaussian continuous variables the autho…r shows that the specification of a complex multivariate distribution through univariate regressions induced by a Directed Acyclic Graph (DAG) can be regarded as a simplification. The Expectation-Maximization algorithm is considered for the maximum likelihood estimation of the model parameters and the author illustrates a method for obtaining an explicit formula of the observed information matrix by using the missing information principle. An essential background on the latent class model is given and its extension to study latent changes over time. The hidden Markov model is presented consisting of hidden states and observed variables both varying over time. The latent class cluster model is extended by proposing a latent model which also incorporates the longitudinal structure of the data by using a local likelihood approach. Some examples illustrate the use of the models in the social sciences. A detailed bibliograhy is provided.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 144 pp. Englisch.

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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - This book is made of different research problems which have in common the presence of latent variables. In the first part undirected and directed graphical models are considered and in the case of Gaussian continuous variables the author… shows that the specification of a complex multivariate distribution through univariate regressions induced by a Directed Acyclic Graph (DAG) can be regarded as a simplification. The Expectation-Maximization algorithm is considered for the maximum likelihood estimation of the model parameters and the author illustrates a method for obtaining an explicit formula of the observed information matrix by using the missing information principle. An essential background on the latent class model is given and its extension to study latent changes over time. The hidden Markov model is presented consisting of hidden states and observed variables both varying over time. The latent class cluster model is extended by proposing a latent model which also incorporates the longitudinal structure of the data by using a local likelihood approach. Some examples illustrate the use of the models in the social sciences. A detailed bibliograhy is provided.