Modeling U.S. Inflation Dynamics: A Bayesian Nonparametric Approach
AbstractThis paper uses an infinite hidden Markov model (IHMM) to analyze U.S. inflation dynamics with a particular focus on the persistence of inflation. The IHMM is a Bayesian nonparametric approach to modeling structural breaks. It allows for an unknown number of breakpoints and is a flexible and attractive alternative to existing methods. We found a clear structural break during the recent financial crisis. Prior to that, inflation persistence was high and fairly constant.
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Bibliographic InfoPaper provided by The Rimini Centre for Economic Analysis in its series Working Paper Series with number 03_10.
Date of creation: Jan 2010
Date of revision:
inflation dynamics; hierarchical Dirichlet process; IHMM; structural breaks; Bayesian nonparametrics;
Other versions of this item:
- Jochmann, Markus, 2010. "Modeling U.S. Inflation Dynamics: A Bayesian Nonparametric Approach," SIRE Discussion Papers 2010-06, Scottish Institute for Research in Economics (SIRE).
- Markus Jochmann, 2010. "Modeling U.S. Inflation Dynamics: A Bayesian Nonparametric Approach," Working Papers 1001, University of Strathclyde Business School, Department of Economics.
- C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models &bull Diffusion Processes
- E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
This paper has been announced in the following NEP Reports:
- NEP-ALL-2010-04-17 (All new papers)
- NEP-CBA-2010-04-17 (Central Banking)
- NEP-ECM-2010-04-17 (Econometrics)
- NEP-MON-2010-04-17 (Monetary Economics)
- NEP-ORE-2010-04-17 (Operations Research)
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- repec:luc:wpaper:14-07 is not listed on IDEAS
- Yong Song, 2012. "Modelling Regime Switching and Structural Breaks with an Infinite Hidden Markov Model," Working Paper Series 28_12, The Rimini Centre for Economic Analysis.
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