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Bayesian Inference for Comparative Research

Regression analysis in comparative research suffers from two distinct problems of statistical inference. First, because the data constitute all the available observations from a population, conventional inference based on the long-run behavior of a repeatable data mechanism is not appropriate. Secon... Full description

Journal Title: The American political science review 1994-06, Vol.88 (2), p.412-423
Main Author: Western, Bruce
Other Authors: Jackman, Simon
Format: Electronic Article Electronic Article
Language: English
Subjects:
Bayesian statistical decision theory
Coefficients
Collinearity
Comparative Study
Data analysis
Data sampling
Frequentism
Inference
Market concentration
Mathematical statistics
Political economy
Political science
Politics
Probabilities
Regression coefficients
Research Notes
Statistical discrepancies
Statistical inferences
Statistics
Usage
Publisher: New York, USA: Cambridge University Press
ID: ISSN: 0003-0554
Zum Text:
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recordid: cdi_proquest_miscellaneous_60744689
title: Bayesian Inference for Comparative Research
format: Article
creator:
  • Western, Bruce
  • Jackman, Simon
subjects:
  • Bayesian statistical decision theory
  • Coefficients
  • Collinearity
  • Comparative Study
  • Data analysis
  • Data sampling
  • Frequentism
  • Inference
  • Market concentration
  • Mathematical statistics
  • Political economy
  • Political science
  • Politics
  • Probabilities
  • Regression coefficients
  • Research Notes
  • Statistical discrepancies
  • Statistical inferences
  • Statistics
  • Usage
ispartof: The American political science review, 1994-06, Vol.88 (2), p.412-423
description: Regression analysis in comparative research suffers from two distinct problems of statistical inference. First, because the data constitute all the available observations from a population, conventional inference based on the long-run behavior of a repeatable data mechanism is not appropriate. Second, the small and collinear data sets of comparative research yield imprecise estimates of the effects of explanatory variables. We describe a Bayesian approach to statistical inference that provides a unified solution to these two problems. This approach is illustrated in a comparative analysis of unionization.
language: eng
source:
identifier: ISSN: 0003-0554
fulltext: no_fulltext
issn:
  • 0003-0554
  • 1537-5943
url: Link


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descriptionRegression analysis in comparative research suffers from two distinct problems of statistical inference. First, because the data constitute all the available observations from a population, conventional inference based on the long-run behavior of a repeatable data mechanism is not appropriate. Second, the small and collinear data sets of comparative research yield imprecise estimates of the effects of explanatory variables. We describe a Bayesian approach to statistical inference that provides a unified solution to these two problems. This approach is illustrated in a comparative analysis of unionization.
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subjectBayesian statistical decision theory ; Coefficients ; Collinearity ; Comparative Study ; Data analysis ; Data sampling ; Frequentism ; Inference ; Market concentration ; Mathematical statistics ; Political economy ; Political science ; Politics ; Probabilities ; Regression coefficients ; Research Notes ; Statistical discrepancies ; Statistical inferences ; Statistics ; Usage
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10Political economy
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abstractRegression analysis in comparative research suffers from two distinct problems of statistical inference. First, because the data constitute all the available observations from a population, conventional inference based on the long-run behavior of a repeatable data mechanism is not appropriate. Second, the small and collinear data sets of comparative research yield imprecise estimates of the effects of explanatory variables. We describe a Bayesian approach to statistical inference that provides a unified solution to these two problems. This approach is illustrated in a comparative analysis of unionization.
copNew York, USA
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doi10.2307/2944713
tpages12