On Model Uncertainty and its Statistical Implications Proceedings of a Workshop, Held in Groningen, The Netherlands, September 25–26, 1986

In this book problems related to the choice of models in such diverse fields as regression, covariance structure, time series analysis and multinomial experiments are discussed. The emphasis is on the statistical implications for model assessment when the assessment is done with the same data that g...

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Bibliographic Details
Other Authors: Dijkstra, Theo K. (Editor)
Format: eBook
Language:English
Published: Berlin, Heidelberg Springer Berlin Heidelberg 1988, 1988
Edition:1st ed. 1988
Series:Lecture Notes in Economics and Mathematical Systems
Subjects:
Online Access:
Collection: Springer Book Archives -2004 - Collection details see MPG.ReNa
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505 0 |a On the impact of variable selection in fitting regression equations. -- Data-driven selection of regressors and the bootstrap. -- Autocorrelation pre-testing in linear models with AR(1) errors. -- On cross-validation for predictor evaluation in time series. -- Modification of factor analysis models in covariance structure analysis. A Monte Carlo study. -- Pitfalls for forecasters. -- Model selection in multinomial experiments 
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653 |a Economic Theory/Quantitative Economics/Mathematical Methods 
653 |a Economic theory 
653 |a Statistics for Business, Management, Economics, Finance, Insurance 
653 |a Probability Theory and Stochastic Processes 
653 |a Probabilities 
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490 0 |a Lecture Notes in Economics and Mathematical Systems 
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520 |a In this book problems related to the choice of models in such diverse fields as regression, covariance structure, time series analysis and multinomial experiments are discussed. The emphasis is on the statistical implications for model assessment when the assessment is done with the same data that generated the model. This is a problem of long standing, notorious for its difficulty. Some contributors discuss this problem in an illuminating way. Others, and this is a truly novel feature, investigate systematically whether sample re-use methods like the bootstrap can be used to assess the quality of estimators or predictors in a reliable way given the initial model uncertainty. The book should prove to be valuable for advanced practitioners and statistical methodologists alike