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Bayesian Estimation of DSGE Models

Bayesian Estimation of DSGE Models PDF Author: Edward P. Herbst
Publisher: Princeton University Press
ISBN: 0691161089
Category : Business & Economics
Languages : en
Pages : 295

Book Description
Dynamic stochastic general equilibrium (DSGE) models have become one of the workhorses of modern macroeconomics and are extensively used for academic research as well as forecasting and policy analysis at central banks. This book introduces readers to state-of-the-art computational techniques used in the Bayesian analysis of DSGE models. The book covers Markov chain Monte Carlo techniques for linearized DSGE models, novel sequential Monte Carlo methods that can be used for parameter inference, and the estimation of nonlinear DSGE models based on particle filter approximations of the likelihood function. The theoretical foundations of the algorithms are discussed in depth, and detailed empirical applications and numerical illustrations are provided. The book also gives invaluable advice on how to tailor these algorithms to specific applications and assess the accuracy and reliability of the computations. Bayesian Estimation of DSGE Models is essential reading for graduate students, academic researchers, and practitioners at policy institutions.

Bayesian Estimation of DSGE Models

Bayesian Estimation of DSGE Models PDF Author: Edward P. Herbst
Publisher: Princeton University Press
ISBN: 0691161089
Category : Business & Economics
Languages : en
Pages : 295

Book Description
Dynamic stochastic general equilibrium (DSGE) models have become one of the workhorses of modern macroeconomics and are extensively used for academic research as well as forecasting and policy analysis at central banks. This book introduces readers to state-of-the-art computational techniques used in the Bayesian analysis of DSGE models. The book covers Markov chain Monte Carlo techniques for linearized DSGE models, novel sequential Monte Carlo methods that can be used for parameter inference, and the estimation of nonlinear DSGE models based on particle filter approximations of the likelihood function. The theoretical foundations of the algorithms are discussed in depth, and detailed empirical applications and numerical illustrations are provided. The book also gives invaluable advice on how to tailor these algorithms to specific applications and assess the accuracy and reliability of the computations. Bayesian Estimation of DSGE Models is essential reading for graduate students, academic researchers, and practitioners at policy institutions.

DSGE Models in Macroeconomics

DSGE Models in Macroeconomics PDF Author: Nathan Balke
Publisher: Emerald Group Publishing
ISBN: 1781903069
Category : Business & Economics
Languages : en
Pages : 480

Book Description
This volume of Advances in Econometrics contains articles that examine key topics in the modeling and estimation of dynamic stochastic general equilibrium (DSGE) models. Because DSGE models combine micro- and macroeconomic theory with formal econometric modeling and inference, over the past decade they have become an established framework for analy

Handbook of Monetary Economics

Handbook of Monetary Economics PDF Author: Benjamin M. Friedman
Publisher:
ISBN:
Category : Economics
Languages : en
Pages : 0

Book Description


Monetary and Fiscal Policy through a DSGE Lens

Monetary and Fiscal Policy through a DSGE Lens PDF Author: Harold L. Cole
Publisher: Oxford University Press
ISBN: 0190076062
Category : Business & Economics
Languages : en
Pages : 277

Book Description
In Monetary and Fiscal Policy Through a DSGE Lens, Harold L. Cole develops and extends versions of a classic quantitative model of economic growth to take on a wide range of topics in monetary and fiscal policy. Bridging the gap between current undergraduate and graduate texts in the field, this comprehensive book covers the basic elements of advanced macroeconomics and equips readers to understand the debate on key policy questions. By using the simple DSGE, or dynamic stochastic general equilibrium, framework to build a series of quantitative models, the book combines a gradual introduction to advanced analytic methods with computer programming and quantitative policy analysis. In a clear discussion of the sophisticated interaction between theory and data, Cole explains how to gauge how well a model captures key elements in the data and how to reverse engineer a model to data. The book covers costs of inflation, optimal monetary policy, the impact of labor and capital taxes, and optimal fiscal policy. It systematically discusses technical material including the new Keynesian liquidity shock models, standard analytic methods, such as Lagrangian methods, and computational methods using Matlab and Python. With a strong computational emphasis, the volume teaches how to program up and solve systems of non-linear equations and develop models to study the macroeconomy. Knowing how to deeply understand and analyze models and develop computational code to evaluate the implications of those models is essential for students of macroeconomics. This book connects the standard undergraduate material to the elaborate models of advanced graduate courses with systematic and logical coverage of the basics of advanced modern macroeconomics.

Financial Crises in DSGE Models

Financial Crises in DSGE Models PDF Author: Mr.Jaromir Benes
Publisher: International Monetary Fund
ISBN: 1475524986
Category : Business & Economics
Languages : en
Pages : 59

Book Description
This paper presents the theoretical structure of MAPMOD, a new IMF model designed to study vulnerabilities associated with excessive credit expansions, and to support macroprudential policy analysis. In MAPMOD, bank loans create purchasing power that facilitates adjustments in the real economy. But excessively large and risky loans can impair balance sheets and sow the seeds of a financial crisis. Banks respond to losses through higher spreads and rapid credit cutbacks, with adverse effects for the real economy. These features allow the model to capture the basic facts of financial cycles. A companion paper studies the simulation properties of MAPMOD.

The Science and Practice of Monetary Policy Today

The Science and Practice of Monetary Policy Today PDF Author: Volker Wieland
Publisher: Springer Science & Business Media
ISBN: 3642029531
Category : Business & Economics
Languages : en
Pages : 140

Book Description
Bridging the theory and practice of monetary policy, this book presents aspects of the New-Keynesian theory of monetary policy and its implications for the practical decision-making of central bankers. It also outlines important lessons for policymakers.

Designing a Simple Loss Function for Central Banks

Designing a Simple Loss Function for Central Banks PDF Author: Davide Debortoli
Publisher: International Monetary Fund
ISBN: 1484311752
Category : Business & Economics
Languages : en
Pages : 56

Book Description
Yes, it makes a lot of sense. This paper studies how to design simple loss functions for central banks, as parsimonious approximations to social welfare. We show, both analytically and quantitatively, that simple loss functions should feature a high weight on measures of economic activity, sometimes even larger than the weight on inflation. Two main factors drive our result. First, stabilizing economic activity also stabilizes other welfare relevant variables. Second, the estimated model features mitigated inflation distortions due to a low elasticity of substitution between monopolistic goods and a low interest rate sensitivity of demand. The result holds up in the presence of measurement errors, with large shocks that generate a trade-off between stabilizing inflation and resource utilization, and also when ensuring a low probability of hitting the zero lower bound on interest rates.

Handbook of Computable General Equilibrium Modeling

Handbook of Computable General Equilibrium Modeling PDF Author: Peter B. Dixon
Publisher: Newnes
ISBN: 0444536353
Category : Business & Economics
Languages : en
Pages : 1143

Book Description
In this collection of 17 articles, top scholars synthesize and analyze scholarship on this widely used tool of policy analysis, setting forth its accomplishments, difficulties, and means of implementation. Though CGE modeling does not play a prominent role in top US graduate schools, it is employed universally in the development of economic policy. This collection is particularly important because it presents a history of modeling applications and examines competing points of view. - Presents coherent summaries of CGE theories that inform major model types - Covers the construction of CGE databases, model solving, and computer-assisted interpretation of results - Shows how CGE modeling has made a contribution to economic policy

Dynamic Macroeconomic Analysis

Dynamic Macroeconomic Analysis PDF Author: Sumru Altug
Publisher: Cambridge University Press
ISBN: 9780521826686
Category : Business & Economics
Languages : en
Pages : 604

Book Description
This collection of essays applies modern micro-founded macroeconomic models to some of the most important economic policy questions facing monetary and macroeconomic policymakers. Key issues surveyed include: consumption investment; growth and business cycles; the role of government; asset pricing; the interaction of monetary and fiscal policy; open-economy issues; stabilization policy and general equilibrium analysis of emerging market crises. The book includes specially commissioned chapters from recognized authorities.

Understanding DSGE

Understanding DSGE PDF Author: Celso José Costa
Publisher:
ISBN:
Category :
Languages : en
Pages :

Book Description