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Semiparametric and Nonparametric Methods in Econometrics

Name: Semiparametric and Nonparametric Methods in Econometrics
Brand: Springer-Verlag New York Inc.
SKU: 9780387928692
Price: 241.91 EUR
Availability: InStock

Автор: Joel L. Horowitz

Език:

Корици: С твърди корици

Издател: Springer-Verlag New York Inc.

Наличност: Външен склад

Изпращаме след 10-18 дни

241.91 € 473.14 лв

Standard methods for estimating empirical models in economics and many other fields rely on strong a...

Информация за книгата

Автор

Joel L. Horowitz

Език

Английски език

Корици

Книга - С твърди корици

Издадена

2009

страници

276

EAN

9780387928692

ISBN

0387928693

Enbook ID

01383918

Издател

Springer-Verlag New York Inc.

Теглоt

574

Размери

166 x 243 x 23

Пълно описание

Standard methods for estimating empirical models in economics and many other fields rely on strong assumptions about functional forms and the distributions of unobserved random variables. Often, it is assumed that functions of interest are linear or that unobserved random variables are normally distributed. Such assumptions simplify estimation and statistical inference but are rarely justified by economic theory or other a priori considerations. Inference based on convenient but incorrect assumptions about functional forms and distributions can be highly misleading. Nonparametric and semiparametric statistical methods provide a way to reduce the strength of the assumptions required for estimation and inference, thereby reducing the opportunities for obtaining misleading results. These methods are applicable to a wide variety of estimation problems in empirical economics and other fields, and they are being used in applied research with increasing frequency.§The literature on nonparametric and semiparametric estimation is large and highly technical. This book presents the main ideas underlying a variety of nonparametric and semiparametric methods. It is accessible to graduate students and applied researchers who are familiar with econometric and statistical theory at the level taught in graduate-level courses in leading universities. The book emphasizes ideas instead of technical details and provides as intuitive an exposition as possible. Empirical examples illustrate the methods that are presented.§This book updates and greatly expands the author s previous book on semiparametric methods in econometrics. Nearly half of the material is new.

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Semiparametric and Nonparametric Methods in Econometrics

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