Table of Contents:
  • Machine generated contents note: 1.Learning About Learning in Dynamic Economic Models / Marco P. Tucci
  • 1.Introduction
  • 2.The Framework
  • 3.What We Have Learned
  • 4.What We Hope to Learn
  • 5.Algorithms and Codes
  • 6.A Showcase on Active Learning
  • 7.Learning with Forward Looking Variables
  • 8.Other Applications of Active Learning
  • 9.Summary
  • References
  • 2.On the Numerical Solution of Equilibria in Auction Models with Asymmetries within the Private-Values Paradigm / Harry J. Paarsch
  • 1.Motivation and Introduction
  • 2.Theoretical Model
  • 3.Primer on Relevant Numerical Strategies
  • 4.Previous Research Concerning Numerical Solutions
  • 5.Some Examples
  • 6.Comparisons of Relative Performance and Potential Improvements
  • 7.Summary and Conclusions
  • Acknowledgments
  • References
  • 3.Analyzing Fiscal Policies in a Heterogeneous-Agent Overlapping-Generations Economy / Kent Smetters
  • 1.Introduction
  • 2.Existing Literature
  • 3.Stylized Model Economy
  • 4.Computational Algorithm
  • 5.Calibration to the US Economy
  • 6.Policy Experiments
  • 7.Concluding Remarks
  • References
  • 4.On Formulating and Solving Portfolio Decision and Asset Pricing Problems / Alex A. Himonas
  • 1.Introduction
  • 2.Discrete Time Portfolio Decision Making
  • 3.Discrete Time Asset Pricing
  • 4.Continuous Time Portfolio Decision Problem
  • 5.Continuous Time Asset Pricing
  • 6.Conclusion
  • Acknowledgments
  • References
  • 5.Computational Methods for Derivatives with Early Exercise Features / Andrew Ziogas
  • 1.General Introduction
  • 2.The Problem Statement
  • In the Case of Stochastic Volatility and Poisson Jump Dynamics
  • 3.American Call Options Under Jump-Diffusion Processes
  • 4.American Call Options under Jump-Diffusion and Stochastic Volatility Processes
  • 5.Conclusion
  • References
  • 6.Solving and Simulating Models with Heterogeneous Agents and Aggregate Uncertainty / Pontus Rendahl
  • 1.Introduction
  • 2.Example Economy
  • 3.Algorithms
  • Overview
  • 4.Models with Nontrivial Market Clearing
  • 5.Approximate Aggregation
  • 6.Simulation with a Continuum of Agents
  • 7.Accuracy
  • 8.Comparison
  • 9.Other Types of Heterogeneity
  • 10.Concluding Comments
  • A.Explicit Aggregation and Perturbation Techniques
  • Acknowledgments
  • References
  • 7.Numerical Methods for Large-Scale Dynamic Economic Models / Serguei Maliar
  • 1.Introduction
  • 2.Literature Review
  • 3.The Chapter at a Glance
  • 4.Nonproduct Approaches to Representing, Approximating, and Interpolating Functions
  • 5.Approximation of Integrals
  • 6.Derivative-Free Optimization Methods
  • 7.Dynamic Programming Methods for High-Dimensional Problems
  • 8.Precomputation Techniques
  • 9.Local (Perturbation) Methods
  • 10.Parallel Computation
  • 11.Numerical Analysis of a High-Dimensional Model
  • 12.Numerical Results for the Multicountry Model
  • 13.Conclusion
  • Acknowledgments
  • References
  • 8.Advances in Numerical Dynamic Programming and New Applications / Kenneth L. Judd
  • 1.Introduction
  • 2.Theoretical Challenges
  • 3.Numerical Methods for Dynamic Programming
  • 4.Tools from Numerical Analysis
  • 5.Shape-Preserving Dynamic Programming
  • 6.Parallelization
  • 7.Dynamic Portfolio Optimization with Transaction Costs
  • 8.Dynamic Stochastic Integration of Climate and Economy
  • 9.Conclusions
  • Acknowledgments
  • References
  • 9.Analysis of Numerical Errors / Manuel S. Santos
  • 1.Introduction
  • 2.Dynamic Stochastic Economies
  • 3.Numerical Solution of Simple Markov Equilibria
  • 4.Recursive Methods for Non-Optimal Economies
  • 5.Numerical Experiments
  • 6.Concluding Remarks
  • References
  • 10.GPU Computing in Economics / Eric M. Aldrich
  • 1.Introduction
  • 2.Basics of GPGPU Computing
  • 3.A Simple GPGPU Example
  • 4.Example: Value Function Iteration
  • 5.Example: A General Equilibrium Asset Pricing Model with Heterogeneous Beliefs
  • 6.The Road Ahead
  • 7.Conclusion
  • References
  • 11.Computing All Solutions to Polynomial Equations in Economics / Karl Schmedders
  • 1.Introduction
  • 2.Grobner Bases and Polynomial Equations
  • 3.Applying Grobner Bases to Economic Models
  • 4.All-Solution Homotopy Methods
  • 5.Applying Homotopy Methods
  • 6.Conclusion
  • Acknowledgments
  • References.