Information Theoretic Approaches to Inference in Moment Condition Models

Information Theoretic Approaches to Inference in Moment Condition Models
Title Information Theoretic Approaches to Inference in Moment Condition Models PDF eBook
Author Guido Imbens
Publisher
Pages 50
Release 1995
Genre Applied mathematics
ISBN

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One-step efficient GMM estimation has been developed in the recent papers of Back and Brown (1990), Imbens (1993) and Qin and Lawless (1994). These papers emphasized methods that correspond to using Owen's (1988) method of empirical likelihood to reweight the data so that the reweighted sample obeys all the moment restrictions at the parameter estimates. In this paper we consider an alternative KLIC motivated weighting and show how it and similar discrete reweightings define a class of unconstrained optimization problems which includes GMM as a special case. Such KLIC-motivated reweightings introduce M auxiliary `tilting' parameters, where M is the number of moments; parameter and overidentification hypotheses can be recast in terms of these tilting parameters. Such tests, when appropriately conditioned on the estimates of the original parameters, are often startlingly more effective than their conventional counterparts. This is apparently due to the local ancillarity of the original parameters for the tilting parameters.

Identification and Inference for Econometric Models

Identification and Inference for Econometric Models
Title Identification and Inference for Econometric Models PDF eBook
Author Donald W. K. Andrews
Publisher Cambridge University Press
Pages 606
Release 2005-06-17
Genre Business & Economics
ISBN 9780521844413

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This 2005 collection pushed forward the research frontier in four areas of theoretical econometrics.

An Information Theoretic Approach to Econometrics

An Information Theoretic Approach to Econometrics
Title An Information Theoretic Approach to Econometrics PDF eBook
Author George G. Judge
Publisher Cambridge University Press
Pages 249
Release 2011-12-12
Genre Business & Economics
ISBN 1139502492

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This book is intended to provide the reader with a firm conceptual and empirical understanding of basic information-theoretic econometric models and methods. Because most data are observational, practitioners work with indirect noisy observations and ill-posed econometric models in the form of stochastic inverse problems. Consequently, traditional econometric methods in many cases are not applicable for answering many of the quantitative questions that analysts wish to ask. After initial chapters deal with parametric and semiparametric linear probability models, the focus turns to solving nonparametric stochastic inverse problems. In succeeding chapters, a family of power divergence measure-likelihood functions are introduced for a range of traditional and nontraditional econometric-model problems. Finally, within either an empirical maximum likelihood or loss context, Ron C. Mittelhammer and George G. Judge suggest a basis for choosing a member of the divergence family.

Papers in ITJEMAST 11(7) 2020

Papers in ITJEMAST 11(7) 2020
Title Papers in ITJEMAST 11(7) 2020 PDF eBook
Author
Publisher International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies
Pages
Release
Genre Technology & Engineering
ISBN

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International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies publishes a wide spectrum of research and technical articles as well as reviews, experiments, experiences, modelings, simulations, designs, and innovations from engineering, sciences, life sciences, and related disciplines as well as interdisciplinary/cross-disciplinary/multidisciplinary subjects. Original work is required. Article submitted must not be under consideration of other publishers for publications.

Econometric Foundations Pack with CD-ROM

Econometric Foundations Pack with CD-ROM
Title Econometric Foundations Pack with CD-ROM PDF eBook
Author Ron Mittelhammer (Prof.)
Publisher Cambridge University Press
Pages 794
Release 2000-07-28
Genre Business & Economics
ISBN 9780521623940

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The text and accompanying CD-ROM develop step by step a modern approach to econometric problems. They are aimed at talented upper-level undergraduates, graduate students, and professionals wishing to acquaint themselves with the pinciples and procedures for information processing and recovery from samples of economic data. The text fully provides an operational understanding of a rich set of estimation and inference tools, including tradional likelihood based and non-traditional non-likelihood based procedures, that can be used in conjuction with the computer to address economic problems.

Methods for Estimation and Inference in Modern Econometrics

Methods for Estimation and Inference in Modern Econometrics
Title Methods for Estimation and Inference in Modern Econometrics PDF eBook
Author Stanislav Anatolyev
Publisher CRC Press
Pages 230
Release 2011-06-07
Genre Business & Economics
ISBN 1439838267

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This book covers important topics in econometrics. It discusses methods for efficient estimation in models defined by unconditional and conditional moment restrictions, inference in misspecified models, generalized empirical likelihood estimators, and alternative asymptotic approximations. The first chapter provides a general overview of established nonparametric and parametric approaches to estimation and conventional frameworks for statistical inference. The next several chapters focus on the estimation of models based on moment restrictions implied by economic theory. The final chapters cover nonconventional asymptotic tools that lead to improved finite-sample inference.

The New Palgrave Dictionary of Economics

The New Palgrave Dictionary of Economics
Title The New Palgrave Dictionary of Economics PDF eBook
Author
Publisher Springer
Pages 7493
Release 2016-05-18
Genre Law
ISBN 1349588024

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The award-winning The New Palgrave Dictionary of Economics, 2nd edition is now available as a dynamic online resource. Consisting of over 1,900 articles written by leading figures in the field including Nobel prize winners, this is the definitive scholarly reference work for a new generation of economists. Regularly updated! This product is a subscription based product.