Bayesian Non- and Semi-parametric Methods and Applications

Princeton University Press
Free sample

This book reviews and develops Bayesian non-parametric and semi-parametric methods for applications in microeconometrics and quantitative marketing. Most econometric models used in microeconomics and marketing applications involve arbitrary distributional assumptions. As more data becomes available, a natural desire to provide methods that relax these assumptions arises. Peter Rossi advocates a Bayesian approach in which specific distributional assumptions are replaced with more flexible distributions based on mixtures of normals. The Bayesian approach can use either a large but fixed number of normal components in the mixture or an infinite number bounded only by the sample size. By using flexible distributional approximations instead of fixed parametric models, the Bayesian approach can reap the advantages of an efficient method that models all of the structure in the data while retaining desirable smoothing properties. Non-Bayesian non-parametric methods often require additional ad hoc rules to avoid "overfitting," in which resulting density approximates are nonsmooth. With proper priors, the Bayesian approach largely avoids overfitting, while retaining flexibility. This book provides methods for assessing informative priors that require only simple data normalizations. The book also applies the mixture of the normals approximation method to a number of important models in microeconometrics and marketing, including the non-parametric and semi-parametric regression models, instrumental variables problems, and models of heterogeneity. In addition, the author has written a free online software package in R, "bayesm," which implements all of the non-parametric models discussed in the book.
Read more

About the author

Peter E. Rossi is the James Collins Professor of Marketing, Economics, and Statistics at UCLA's Anderson School of Management. He has published widely in marketing, economics, statistics, and econometrics and is a coauthor of Bayesian Statistics and Marketing.
Read more

Reviews

Loading...

Additional Information

Publisher
Princeton University Press
Read more
Published on
Apr 27, 2014
Read more
Pages
224
Read more
ISBN
9781400850303
Read more
Language
English
Read more
Genres
Business & Economics / Economics / Microeconomics
Business & Economics / Economics / Theory
Read more
Content Protection
This content is DRM protected.
Read more
Read Aloud
Available on Android devices
Read more
Eligible for Family Library

Reading information

Smartphones and Tablets

Install the Google Play Books app for Android and iPad/iPhone. It syncs automatically with your account and allows you to read online or offline wherever you are.

Laptops and Computers

You can read books purchased on Google Play using your computer's web browser.

eReaders and other devices

To read on e-ink devices like the Sony eReader or Barnes & Noble Nook, you'll need to download a file and transfer it to your device. Please follow the detailed Help center instructions to transfer the files to supported eReaders.
Constantine Gatsonis
F. A. Hayek
An unimpeachable classic work in political philosophy, intellectual and cultural history, and economics, The Road to Serfdom has inspired and infuriated politicians, scholars, and general readers for half a century. Originally published in 1944—when Eleanor Roosevelt supported the efforts of Stalin, and Albert Einstein subscribed lock, stock, and barrel to the socialist program—The Road to Serfdom was seen as heretical for its passionate warning against the dangers of state control over the means of production. For F. A. Hayek, the collectivist idea of empowering government with increasing economic control would lead not to a utopia but to the horrors of Nazi Germany and Fascist Italy.

First published by the University of Chicago Press on September 18, 1944, The Road to Serfdom garnered immediate, widespread attention. The first printing of 2,000 copies was exhausted instantly, and within six months more than 30,000 books were sold. In April 1945, Reader’s Digest published a condensed version of the book, and soon thereafter the Book-of-the-Month Club distributed this edition to more than 600,000 readers. A perennial best seller, the book has sold 400,000 copies in the United States alone and has been translated into more than twenty languages, along the way becoming one of the most important and influential books of the century.

With this new edition, The Road to Serfdom takes its place in the series The Collected Works of F. A. Hayek. The volume includes a foreword by series editor and leading Hayek scholar Bruce Caldwell explaining the book's origins and publishing history and assessing common misinterpretations of Hayek's thought. Caldwell has also standardized and corrected Hayek's references and added helpful new explanatory notes. Supplemented with an appendix of related materials ranging from prepublication reports on the initial manuscript to forewords to earlier editions by John Chamberlain, Milton Friedman, and Hayek himself, this new edition of The Road to Serfdom will be the definitive version of Hayek's enduring masterwork.
Constantine Gatsonis
©2017 GoogleSite Terms of ServicePrivacyDevelopersArtistsAbout Google
By purchasing this item, you are transacting with Google Payments and agreeing to the Google Payments Terms of Service and Privacy Notice.